{"meta":{"query_hash":"0a4855a27151","filters":{"venue":"Apress eBooks"},"cohort_total":221,"direct_labels_cover":0,"predictions_cover":221,"exported":221,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/0a4855a27151","api":"https://metacan.xera.ac/api/v1/cohort?venue=Apress+eBooks"},"results":[{"id":"W1482451904","doi":"10.1007/978-1-4302-6455-2_15","title":"Parsing, Creating, and Transforming XML Documents","year":2014,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Computer science; Efficient XML Interchange; Streaming XML; XML; XML Schema Editor; XML Signature; XML validation; XML Schema (W3C); Parsing; XML framework; Document Structure Description; World Wide Web; cXML; XML database; Information retrieval; Programming language","score_opus":0.01966538514268754,"score_gpt":0.23695674149650667,"score_spread":0.21729135635381913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1482451904","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00016728973,0.0006934935,0.045678414,0.000053954365,0.00033022446,0.00021371212,0.000002123721,0.00021402715,0.95264673],"genre_scores_gemma":[0.046498198,0.00010076703,0.008646963,0.0005117268,0.00022130235,0.000020282445,0.000003987071,0.000050581843,0.9439462],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99858326,0.00001732721,0.00028791055,0.00053311494,0.000276357,0.00030201575],"domain_scores_gemma":[0.9989818,0.0001272421,0.00015822842,0.00059480243,0.000039451814,0.0000985161],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015972942,0.00032126028,0.00039327296,0.00009904645,0.00017349319,0.0002406676,0.0006796284,0.0002493386,0.000013458949],"category_scores_gemma":[0.00001012841,0.00028538544,0.00009473785,0.000004811359,0.00013799277,0.00010001892,0.00023542132,0.0002335899,0.0000316572],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003908878,0.0000025897168,0.000018772082,0.00007807894,0.00005401827,0.000026436066,0.0011377956,5.0050664e-7,0.00007274375,0.79920715,0.0005291445,0.19886886],"study_design_scores_gemma":[0.0005437544,0.00013628801,0.000048231042,0.0006945823,0.00008733334,0.00007702841,0.000012828832,0.0005460203,0.0018312596,0.124236874,0.8710218,0.0007639706],"about_ca_topic_score_codex":0.000069820286,"about_ca_topic_score_gemma":0.000025423282,"teacher_disagreement_score":0.8704927,"about_ca_system_score_codex":0.000018484054,"about_ca_system_score_gemma":0.000033710905,"threshold_uncertainty_score":0.9999598},"labels":[],"label_agreement":null},{"id":"W152564895","doi":"10.1007/978-1-4302-6137-7_1","title":"Introduction to TouchDevelop","year":2013,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CARE Canada","funders":"","keywords":"Scripting language; Cloud computing; Computer science; Mobile device; World Wide Web; Mobile apps; Human–computer interaction; Multimedia; Operating system","score_opus":0.016458188989003867,"score_gpt":0.2195298117315767,"score_spread":0.20307162274257284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W152564895","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000047788258,0.000033674063,0.11536529,0.001655525,0.00036274912,0.0005441284,0.0000041270673,0.0002128976,0.8818168],"genre_scores_gemma":[0.00031106116,0.000007692593,0.019113012,0.00080557895,0.0011915748,0.00031521873,0.000010030306,0.000030494622,0.97821534],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99868006,0.0000071595637,0.000243108,0.00063519133,0.00023077957,0.0002037261],"domain_scores_gemma":[0.9982665,0.000026732061,0.00010017957,0.0013275535,0.0001382384,0.0001407936],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000658285,0.00022622828,0.00020343266,0.00013083343,0.00009738966,0.00015347578,0.0009622296,0.00017585974,0.00032674964],"category_scores_gemma":[0.000005812554,0.00022201272,0.00006653843,0.000016745607,0.00003201102,0.000086741406,0.00043542162,0.00020220217,0.0051281294],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.4305182e-7,0.0000022468246,5.984558e-8,0.0000058056853,0.0000120438135,8.5693364e-7,0.00007073825,0.0000023346697,0.00021050652,0.7461069,0.14417067,0.10941736],"study_design_scores_gemma":[0.000037141406,0.000019553723,0.0000055530177,0.000018108036,0.000007728901,0.0000067475544,5.55374e-7,0.00004293571,0.0011687897,0.049185988,0.9492568,0.00025013165],"about_ca_topic_score_codex":0.000024578583,"about_ca_topic_score_gemma":0.000006463368,"teacher_disagreement_score":0.8050861,"about_ca_system_score_codex":0.00004214507,"about_ca_system_score_gemma":0.000067764006,"threshold_uncertainty_score":0.9956465},"labels":[],"label_agreement":null},{"id":"W1570125889","doi":"10.1007/978-1-4302-6455-2_5","title":"Mastering Advanced Language Features, Part 1","year":2014,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software Engineering and Design Patterns","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Java; Computer science; Foundation (evidence); Programming language; Linguistics; Natural language processing; Artificial intelligence; History; Philosophy; Archaeology","score_opus":0.019995303710569616,"score_gpt":0.25947063236159973,"score_spread":0.2394753286510301,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1570125889","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008527442,0.0006701039,0.0029362745,0.000027827718,0.001372918,0.0002456269,0.000025255977,0.0005383973,0.9940983],"genre_scores_gemma":[0.015261318,0.000032165386,0.00040639887,0.00018465804,0.0013270811,0.00002804367,0.000017367256,0.00008372075,0.9826592],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987318,0.000031483087,0.00017998106,0.00033330257,0.0003750811,0.00034836802],"domain_scores_gemma":[0.999128,0.00017509417,0.00010745396,0.00039838688,0.000037931874,0.00015314257],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002026399,0.00026599393,0.00029528735,0.000078856494,0.00018156035,0.00008303376,0.00034170208,0.00034943983,0.00026612362],"category_scores_gemma":[0.000055906195,0.000279343,0.00012418305,0.0000060838984,0.00011441615,0.000027459919,0.000072606344,0.0003508096,0.00014002416],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004746216,0.0000083642335,0.00002152571,0.00025725295,0.00020326152,0.00020456858,0.021817738,0.000094503936,0.00040679594,0.4693408,0.039405107,0.4681926],"study_design_scores_gemma":[0.00013104171,0.00001837429,0.000008107367,0.00028851657,0.000027778973,0.0000024258222,0.00007550221,0.0000013644989,0.00012097674,0.0012062266,0.9977643,0.00035537867],"about_ca_topic_score_codex":0.00021955658,"about_ca_topic_score_gemma":0.00023611556,"teacher_disagreement_score":0.9583592,"about_ca_system_score_codex":0.000055968292,"about_ca_system_score_gemma":0.000046751884,"threshold_uncertainty_score":0.99996585},"labels":[],"label_agreement":null},{"id":"W1571958917","doi":"10.1007/978-1-4302-6455-2_13","title":"Migrating to New I/O","year":2014,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software Engineering and Design Patterns","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Java; Computer science; Programming language; Operating system","score_opus":0.03858287396545274,"score_gpt":0.2764754759674511,"score_spread":0.23789260200199835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1571958917","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000027719254,0.00009160894,0.0580002,0.00010033058,0.0006241664,0.00022855653,0.000005622082,0.00038700664,0.9405348],"genre_scores_gemma":[0.0045882007,0.0000037841437,0.0021973294,0.0005435336,0.0019020754,0.000010717899,0.0000031825477,0.00006007282,0.9906911],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988718,0.000020535299,0.00017771569,0.0002876882,0.00035363864,0.00028863316],"domain_scores_gemma":[0.99905443,0.00021761635,0.00006993856,0.000296363,0.0000441324,0.00031749537],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020158938,0.0002088121,0.00024120588,0.00009240628,0.00016699317,0.00009106282,0.00032872875,0.0002774462,0.00021146804],"category_scores_gemma":[0.000117706055,0.00022421761,0.000103925224,0.000007314804,0.00004877718,0.000014108649,0.00005609823,0.00021998482,0.00044890863],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066199736,0.0000017167763,0.000020331738,0.000031692467,0.000054859436,0.000014959159,0.013680861,0.0000453947,0.000056995566,0.68082637,0.11599709,0.18926312],"study_design_scores_gemma":[0.000056665594,0.000021473921,0.0000032954558,0.00018357753,0.000020265208,5.398093e-7,0.000019146983,0.0000017885106,0.00005749732,0.009646966,0.9897047,0.0002840828],"about_ca_topic_score_codex":0.0021973648,"about_ca_topic_score_gemma":0.00061230495,"teacher_disagreement_score":0.8737076,"about_ca_system_score_codex":0.000051157716,"about_ca_system_score_gemma":0.00012536978,"threshold_uncertainty_score":0.91433287},"labels":[],"label_agreement":null},{"id":"W1575454097","doi":"10.1007/978-1-4302-6455-2_7","title":"Exploring the Basic APIs, Part 1","year":2014,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Computer science","score_opus":0.09607150753619563,"score_gpt":0.2304549554049051,"score_spread":0.13438344786870948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1575454097","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000015269328,0.0001280829,0.06524161,0.00027749332,0.0005160928,0.00036094358,0.000005580682,0.0002079924,0.9332469],"genre_scores_gemma":[0.008156673,0.00011368568,0.0006985221,0.0011060716,0.0010136035,0.00091355,0.0000083721825,0.000057603298,0.9879319],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99873376,0.0000206063,0.0002446098,0.00048709917,0.00028115982,0.00023275158],"domain_scores_gemma":[0.9976445,0.00016396277,0.00014153477,0.0019131099,0.000053145497,0.00008374919],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017324463,0.0002426085,0.00020932592,0.000055438893,0.00022817706,0.00016064443,0.0016738723,0.00009167313,0.000024629526],"category_scores_gemma":[0.000004588753,0.00017835849,0.00013358728,0.000010199326,0.00009368229,0.00007152838,0.00049762154,0.00031522475,0.00049171096],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.9831573e-7,0.0000015379172,3.7388904e-7,0.000009072598,0.000017300295,0.0000014915012,0.00011713471,0.0000022857732,0.000017737066,0.85329366,0.0063915807,0.14014745],"study_design_scores_gemma":[0.000051937503,0.000012487813,0.000006387705,0.000062474006,0.000018000099,0.000005389166,0.0000010829622,0.00015847683,0.00049596716,0.028991852,0.96998346,0.00021249894],"about_ca_topic_score_codex":0.000017532942,"about_ca_topic_score_gemma":0.000010726704,"teacher_disagreement_score":0.9635919,"about_ca_system_score_codex":0.00001752821,"about_ca_system_score_gemma":0.00004384343,"threshold_uncertainty_score":0.7273248},"labels":[],"label_agreement":null},{"id":"W2105241372","doi":"10.1007/978-1-4302-6137-7_10","title":"UI with Boxes and Pages","year":2013,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CARE Canada","funders":"","keywords":"Computer science; Interface (matter); Feature (linguistics); Human–computer interaction; World Wide Web; Multimedia; Operating system; Linguistics","score_opus":0.019896794345309568,"score_gpt":0.20172156296418442,"score_spread":0.18182476861887487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105241372","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000010794474,0.00029046147,0.101203784,0.0003493386,0.000036896377,0.00040827264,0.000010737009,0.00018586828,0.89750385],"genre_scores_gemma":[0.0039138473,0.000093996634,0.009318601,0.00037448344,0.00008732455,0.00014769174,0.000009445494,0.00004399907,0.9860106],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99894917,0.000009528709,0.00016124893,0.00047661562,0.00022877312,0.00017465597],"domain_scores_gemma":[0.9987073,0.000066394845,0.00014655304,0.0009099277,0.000064321284,0.000105526946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005036231,0.00023658313,0.00021189924,0.0000682527,0.00011406389,0.00017816831,0.00063234847,0.00015940816,0.000025591487],"category_scores_gemma":[0.0000017664502,0.0001887814,0.00003390667,0.000006611912,0.00019901992,0.000093785275,0.0003888514,0.00022421865,0.00011499938],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010319989,0.0000036239492,9.415074e-7,0.000024920364,0.000051219195,0.000005579153,0.000158035,0.0000015766277,0.000046177283,0.9443718,0.004508785,0.050826315],"study_design_scores_gemma":[0.00022984717,0.00007387852,0.000047812086,0.00018848911,0.000054097618,0.000050372917,0.0000054352354,0.0005435921,0.0006236498,0.11720634,0.8804436,0.00053293107],"about_ca_topic_score_codex":0.000043533288,"about_ca_topic_score_gemma":0.000027454236,"teacher_disagreement_score":0.8759348,"about_ca_system_score_codex":0.00001612061,"about_ca_system_score_gemma":0.000039688322,"threshold_uncertainty_score":0.7698282},"labels":[],"label_agreement":null},{"id":"W2201372628","doi":"10.1007/978-1-4842-0385-9_6","title":"The STIHL Story","year":2015,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Stress (linguistics); Power (physics); Deliberation; Clearing; Political science; Law; Business; Philosophy; Physics","score_opus":0.07588498623232617,"score_gpt":0.2966721435479721,"score_spread":0.22078715731564594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2201372628","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000005108273,0.0009807873,0.000009194779,0.00040334638,0.002722502,0.00012484979,0.000006804312,0.00010667235,0.99564075],"genre_scores_gemma":[0.0015949132,0.00007673572,0.000021441834,0.000054967546,0.0008082481,0.000009666626,0.0000022365234,0.000022213144,0.9974096],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992261,0.00002578132,0.0000822923,0.0001275395,0.00035988246,0.00017843365],"domain_scores_gemma":[0.9993444,0.000112558504,0.00005873953,0.00023779139,0.00010810438,0.00013838729],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004348437,0.00011109197,0.00009695466,0.000031411524,0.0004551539,0.00008947585,0.00034984955,0.00015893496,0.00022137663],"category_scores_gemma":[0.00006862045,0.00009020917,0.000058035523,0.0000038561157,0.000316331,0.000022966497,0.000044230812,0.00024974122,0.00047521768],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001463777,9.785473e-7,1.5510177e-7,0.0000021726403,0.000016524418,0.0000012798233,0.0029208001,0.000002142913,4.2268107e-7,0.7849917,0.18754272,0.02451967],"study_design_scores_gemma":[0.00003961936,0.000004484867,0.0000012816553,0.000019018404,0.000015578522,1.6701382e-7,0.00041963306,7.549288e-7,8.9681333e-7,0.014409527,0.98497254,0.00011650645],"about_ca_topic_score_codex":0.00020408117,"about_ca_topic_score_gemma":0.00027260568,"teacher_disagreement_score":0.7974298,"about_ca_system_score_codex":0.00011551041,"about_ca_system_score_gemma":0.00033472248,"threshold_uncertainty_score":0.61081207},"labels":[],"label_agreement":null},{"id":"W230008034","doi":"10.1007/978-1-4842-1103-8_9","title":"Time Range Calculations and Trends","year":2015,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Forecasting Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Window (computing); Quarter (Canadian coin); Range (aeronautics); Computer science; Database; Sql server; SQL; Period (music); World Wide Web; Geography; Engineering; Physics; Archaeology","score_opus":0.26404174455881496,"score_gpt":0.3934202875377014,"score_spread":0.12937854297888646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W230008034","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006213524,0.00023043937,0.0005463195,0.00019818122,0.0000470425,0.00016628561,0.00017395343,0.00016109156,0.9984146],"genre_scores_gemma":[0.0042822207,0.0000035308667,0.002006438,0.000065350316,0.00013568987,0.000035115674,0.000026447078,0.000036769456,0.99340844],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982053,0.000019229858,0.00043456707,0.00048999494,0.0006983531,0.00015257465],"domain_scores_gemma":[0.99821484,0.0002809293,0.00025461914,0.0008285981,0.00026388344,0.00015711253],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000619465,0.0002176495,0.00033471227,0.0003007876,0.00014803013,0.00014378097,0.00048494825,0.00025794635,0.0008204677],"category_scores_gemma":[0.0001014276,0.00017164962,0.000115210794,0.000029301003,0.00029607417,0.00004339113,0.0002713521,0.00020544662,0.00044923867],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000654837,0.0000051380275,0.0000028668953,0.0000025373379,0.000018839482,0.000004291738,0.00015572507,0.0000044757603,0.000026234007,0.4776334,0.2481673,0.27397266],"study_design_scores_gemma":[0.000076125034,0.000018968201,0.000014231721,0.00002274012,0.000026097881,0.000010371565,0.000002006651,0.0005573647,0.000007631248,0.24583544,0.7532698,0.00015924191],"about_ca_topic_score_codex":0.000022822416,"about_ca_topic_score_gemma":0.000019897467,"teacher_disagreement_score":0.50510246,"about_ca_system_score_codex":0.000022839276,"about_ca_system_score_gemma":0.000032603188,"threshold_uncertainty_score":0.89835465},"labels":[],"label_agreement":null},{"id":"W2415973607","doi":"10.1007/978-1-4302-4186-7_11","title":"Ray Muzyka & Greg Zeschuk","year":2015,"lang":"pl","type":"book-chapter","venue":"Apress eBooks","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Legend; Art history; Performance art; Visual arts; Art; Management; Economics","score_opus":0.07435497302425081,"score_gpt":0.28319911648786955,"score_spread":0.20884414346361874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2415973607","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005204389,0.01513789,0.00032894334,0.004014697,0.0033236938,0.0010929145,0.00008615544,0.0005408916,0.97495437],"genre_scores_gemma":[0.025234396,0.0014225182,0.00073652517,0.0014770068,0.0011595917,0.00003317911,0.00017780146,0.00021313003,0.96954584],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964318,0.0000680844,0.0008897559,0.001076753,0.00066821923,0.0008653416],"domain_scores_gemma":[0.996547,0.00015037505,0.00048006995,0.001947969,0.00032931857,0.00054525584],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0005020817,0.0010065314,0.0013910007,0.0004385547,0.0002688102,0.000035975325,0.00071087765,0.024260785,0.002379561],"category_scores_gemma":[0.00013185627,0.0008541991,0.000479782,0.000029615354,0.001409542,0.000044594723,0.0004756471,0.012702088,0.0061543253],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013391498,0.00019506893,0.000028305467,0.000927682,0.004614278,0.0023742784,0.0013551358,0.000010202982,0.0037280745,0.77372825,0.09204041,0.119659156],"study_design_scores_gemma":[0.002430638,0.00033349756,0.00001786835,0.0017969849,0.0014510278,0.0003812959,0.000030770167,0.000016158008,0.0017783366,0.0094008185,0.98146164,0.00090094836],"about_ca_topic_score_codex":0.00012859738,"about_ca_topic_score_gemma":0.000054252017,"teacher_disagreement_score":0.8894212,"about_ca_system_score_codex":0.0001067918,"about_ca_system_score_gemma":0.00030220315,"threshold_uncertainty_score":0.9993909},"labels":[],"label_agreement":null},{"id":"W2467957303","doi":"10.1007/978-1-4842-1203-5_6","title":"Mobile Enterprise Data Discovery","year":2015,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Desk; Analytics; Action (physics); George (robot); Cloud computing; Mobile device; Computer science; Engineering; Management; Business; Computer security; Data science; World Wide Web; Artificial intelligence","score_opus":0.16527430546529787,"score_gpt":0.30745715719172056,"score_spread":0.1421828517264227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2467957303","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000032032985,0.0016348764,0.0010239858,0.000027525119,0.0015371355,0.0004955448,0.0005192976,0.00020765384,0.994522],"genre_scores_gemma":[0.00725473,0.000087961846,0.000075676944,0.0007496986,0.0041684895,0.000040788316,0.0031657203,0.00016136812,0.98429555],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99762535,0.0000034370896,0.00045996314,0.0009398233,0.0006034573,0.00036797862],"domain_scores_gemma":[0.9966003,0.000030519077,0.00043768363,0.0026579453,0.0002458026,0.000027775252],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028201382,0.0005458807,0.00049719366,0.00024378535,0.0001212536,0.00088431535,0.0025109472,0.00033777906,0.0008073922],"category_scores_gemma":[0.000048061516,0.00048648368,0.00010771708,0.000022956263,0.00021445066,0.0019302071,0.003829303,0.00041718862,0.0021884793],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011517258,0.000050923187,0.000037936898,0.00065845746,0.00017815443,0.000108007676,0.00003570129,0.000007921703,0.000051729072,0.29257637,0.58141685,0.124762766],"study_design_scores_gemma":[0.00015355526,0.000007572923,0.000002330569,0.00036531972,0.0002019706,0.000004956323,0.0000099157705,0.00018901384,0.00001555896,0.024522208,0.9739486,0.0005790183],"about_ca_topic_score_codex":0.00033083156,"about_ca_topic_score_gemma":0.00010019584,"teacher_disagreement_score":0.39253172,"about_ca_system_score_codex":0.000032877128,"about_ca_system_score_gemma":0.000074065436,"threshold_uncertainty_score":0.99975866},"labels":[],"label_agreement":null},{"id":"W2483737835","doi":"10.1007/978-1-4302-5732-5_3","title":"Benefits of Regulation A+","year":2015,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"ICT Impact and Policies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Initial public offering; Underwriting; Business; Quarter (Canadian coin); Capital (architecture); Finance; Accounting; Management; Economics; Geography","score_opus":0.04115100965423998,"score_gpt":0.23179943297796954,"score_spread":0.19064842332372955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2483737835","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015125223,0.0012542522,0.000027579377,0.000002664346,0.00026190476,0.000095819436,0.0000659959,0.00013209162,0.9966472],"genre_scores_gemma":[0.12024725,0.000029322055,0.000032086078,0.000010592706,0.00031294525,0.0000033912688,0.000033186287,0.00008634306,0.87924486],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99951786,0.0000020452267,0.00017318381,0.000039336235,0.00015189426,0.00011570403],"domain_scores_gemma":[0.9995809,0.000017315182,0.000051424126,0.0002429675,0.0000561284,0.00005127327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000038275568,0.00016872259,0.00021760173,0.000088241206,0.000011151447,0.000008457287,0.00010105814,0.00022186399,0.000072368864],"category_scores_gemma":[0.0000028579511,0.00017073174,0.000059007893,0.000002874943,0.00003360457,0.00002181652,0.000024353196,0.00011235086,0.00004222532],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015553378,0.0000026044474,0.000003184883,0.0003771965,0.00020448581,5.714302e-7,0.0040869196,0.013597884,0.0010117058,0.8823191,0.046225566,0.052155215],"study_design_scores_gemma":[0.00023828898,0.00004408659,0.000119788776,0.00039697328,0.00010151621,0.000006162059,0.000011115399,0.00017128448,0.011054483,0.02699976,0.96038395,0.00047257406],"about_ca_topic_score_codex":0.000015671325,"about_ca_topic_score_gemma":0.0000074220807,"teacher_disagreement_score":0.9141584,"about_ca_system_score_codex":0.000024218309,"about_ca_system_score_gemma":0.000012976157,"threshold_uncertainty_score":0.69622386},"labels":[],"label_agreement":null},{"id":"W2497340550","doi":"10.1007/978-1-4302-3730-3","title":"Women Leaders at Work","year":2011,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Greatness; Work (physics); Public relations; Aesthetics; Sociology; Engineering ethics; Psychology; Political science; Engineering; Social psychology; Art; Mechanical engineering","score_opus":0.26293073306132075,"score_gpt":0.2843097011593198,"score_spread":0.02137896809799905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2497340550","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009888503,0.00012590297,0.0000070791266,0.00005772244,0.00061073946,0.0002419025,0.000023033463,0.00013027206,0.9978145],"genre_scores_gemma":[0.008398659,0.000029469324,0.000028520191,0.00040203857,0.00042881357,0.000016440381,0.0000130447315,0.000021034228,0.990662],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99828255,0.00016860581,0.00016981212,0.00035462942,0.00046721334,0.0005571762],"domain_scores_gemma":[0.9991134,0.00007683703,0.00014682022,0.00035524598,0.00006346482,0.00024422855],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00051358645,0.00020027174,0.00028283626,0.000062706175,0.00051228306,0.000046460736,0.0006514795,0.00052605924,0.00179747],"category_scores_gemma":[0.000028878054,0.00022115935,0.00013610297,0.000018549741,0.000860802,0.000056366727,0.0002825407,0.00031469585,0.0010569758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006581731,0.000020789514,0.00019907935,0.00008011163,0.00016219684,0.000019575018,0.3896261,2.4694333e-7,0.0000024301064,0.08808601,0.5155963,0.0061413674],"study_design_scores_gemma":[0.0001127244,0.000014952605,0.000040717918,0.00003939051,0.00002829728,1.2770103e-7,0.003734008,1.5951557e-8,0.000013270867,0.016807718,0.97893494,0.00027381763],"about_ca_topic_score_codex":0.0008480005,"about_ca_topic_score_gemma":0.00055899494,"teacher_disagreement_score":0.46333867,"about_ca_system_score_codex":0.000652547,"about_ca_system_score_gemma":0.000373656,"threshold_uncertainty_score":0.9997208},"labels":[],"label_agreement":null},{"id":"W2502144979","doi":"10.1007/978-1-4302-0504-3_5","title":"Grouping and Totaling Pivot Table Data","year":2007,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Date Palm Research Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Table (database); Flexibility (engineering); Quarter (Canadian coin); Computer science; Arithmetic; Group (periodic table); Database; Statistics; Mathematics; Geography; Archaeology","score_opus":0.21713268615923514,"score_gpt":0.3040457057850809,"score_spread":0.08691301962584574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2502144979","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020388209,0.002621278,0.000005409882,0.00007784304,0.00010776907,0.00030936653,0.00056264404,0.00008460253,0.99419224],"genre_scores_gemma":[0.02036902,0.0009540057,0.0003404423,0.00027835593,0.0012313485,0.0000147518695,0.0008450467,0.000008013434,0.975959],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99843115,0.000013992868,0.00021959038,0.0005963634,0.00034830102,0.00039061875],"domain_scores_gemma":[0.9991945,0.0003018561,0.00009945769,0.00021992004,0.00006196423,0.00012230984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004001999,0.0002503215,0.00029851156,0.000018836887,0.0002946711,0.00011678548,0.00059491734,0.0001821503,0.00018099428],"category_scores_gemma":[0.00005043808,0.000098115685,0.00003771818,0.000012060033,0.00020076336,0.00008334232,0.0018488857,0.00030620125,0.000034589222],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005548899,0.00001882505,0.000108532135,0.0001563969,0.00028228693,0.00013150305,0.00011813714,3.2828657e-7,0.022341644,0.060619492,0.010097906,0.90606946],"study_design_scores_gemma":[0.000074089905,0.000063234875,0.00022730068,0.00019094448,0.00003249052,0.000009625521,0.000036569756,0.000021542115,0.00025208772,0.003070874,0.9956809,0.0003402889],"about_ca_topic_score_codex":0.00044989435,"about_ca_topic_score_gemma":0.00079114677,"teacher_disagreement_score":0.98558307,"about_ca_system_score_codex":0.000014795369,"about_ca_system_score_gemma":0.000006518236,"threshold_uncertainty_score":0.40010414},"labels":[],"label_agreement":null},{"id":"W2504227078","doi":"10.1007/978-1-4302-0500-5_3","title":"Aspect-Oriented Programming","year":2007,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Competitor analysis; Computer science; Production (economics); Process management; Development environment; Software engineering; Engineering; Business; Marketing","score_opus":0.074443385746763,"score_gpt":0.3017063515013719,"score_spread":0.22726296575460891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2504227078","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[8.544822e-7,0.0003786609,0.6461015,0.000007224172,0.00077036215,0.00022504244,0.0000021077713,0.0013110315,0.35120323],"genre_scores_gemma":[0.000044402324,0.0000086974605,0.6587433,0.00006500319,0.0001948918,0.000020716543,0.000003906425,0.00006624028,0.34085283],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99793017,0.000023258886,0.00036890965,0.00072501216,0.0004422905,0.00051035255],"domain_scores_gemma":[0.99773425,0.0005619879,0.00021251221,0.0012341124,0.00012409853,0.00013304499],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041310774,0.00045645155,0.00043790412,0.00025512197,0.000097471704,0.00008709196,0.0011926262,0.00038144644,0.0000087448425],"category_scores_gemma":[0.0001607807,0.00046198914,0.00016580068,0.000025778594,0.00013107281,0.00011994457,0.00067918433,0.0006708978,0.000059268114],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034205586,0.0000030328524,3.5976836e-7,0.000033482338,0.000040128663,0.0001103339,0.00016690487,0.00013666139,0.00003389342,0.65441644,0.000099733355,0.34495562],"study_design_scores_gemma":[0.00016579537,0.00007500227,0.0000036011982,0.0001838567,0.000021546073,0.000041251144,0.0000027987558,0.00009529765,0.0015258789,0.10984927,0.887348,0.00068768003],"about_ca_topic_score_codex":0.0000045003158,"about_ca_topic_score_gemma":0.0000032640733,"teacher_disagreement_score":0.8872483,"about_ca_system_score_codex":0.0000968111,"about_ca_system_score_gemma":0.00005465886,"threshold_uncertainty_score":0.99978316},"labels":[],"label_agreement":null},{"id":"W2554212016","doi":"10.1007/978-1-4842-1999-7","title":"Deploying SharePoint 2016","year":2016,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Greenfield Research (Canada)","funders":"","keywords":"World Wide Web; Computer science; Operating system","score_opus":0.07562597962746521,"score_gpt":0.26624609580531267,"score_spread":0.19062011617784747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2554212016","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00002304874,0.00047915746,0.0012545872,0.00015542471,0.0016757633,0.00039461552,0.00007113352,0.00045501528,0.99549127],"genre_scores_gemma":[0.0011739914,0.000036352794,0.000063911895,0.0017462915,0.0072028753,0.00007311366,0.00019846894,0.00018771375,0.9893173],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99759346,0.0000062270374,0.0005426971,0.0007868059,0.00051024515,0.00056058634],"domain_scores_gemma":[0.9979725,0.0000812325,0.0005770844,0.0010358595,0.00030776512,0.000025572475],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002266856,0.00057932315,0.0005146674,0.0003608661,0.00022905815,0.0005466741,0.0011170992,0.00043253807,0.0022113796],"category_scores_gemma":[0.000091906266,0.00043419018,0.00021998101,0.000039940616,0.00018478483,0.000716475,0.0010283822,0.00036919795,0.0070683644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003611115,0.00001757185,0.000032056043,0.0007444967,0.00009330767,0.000065545915,0.000012374909,4.858532e-7,0.00026444043,0.09283973,0.7897985,0.116095394],"study_design_scores_gemma":[0.000172906,0.0000031145603,0.000016177797,0.0016341922,0.000119396995,0.0000071050704,0.0000026985447,0.000020281246,0.00020877698,0.03659645,0.96056163,0.0006572914],"about_ca_topic_score_codex":0.00015545638,"about_ca_topic_score_gemma":0.000042683558,"teacher_disagreement_score":0.17076312,"about_ca_system_score_codex":0.00008082159,"about_ca_system_score_gemma":0.00016099309,"threshold_uncertainty_score":0.999811},"labels":[],"label_agreement":null},{"id":"W2755063001","doi":"10.1007/978-1-4842-2991-0","title":"Expert Office 365","year":2017,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canmore Museum and Geoscience Centre","funders":"","keywords":"Microsoft Office; Computer science; Operating system","score_opus":0.030192314135257414,"score_gpt":0.2691541456072561,"score_spread":0.23896183147199868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2755063001","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000010157745,0.0004609021,0.046981424,0.000113581904,0.00037829543,0.0003418654,0.000013547894,0.00023424585,0.95147514],"genre_scores_gemma":[0.0002497956,0.000036379093,0.0035945657,0.000590832,0.0005386652,0.00030750097,0.00002006034,0.00003142654,0.99463075],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986207,0.000018865065,0.00021252868,0.0006017676,0.00028549042,0.00026064468],"domain_scores_gemma":[0.9964958,0.00008004138,0.00024175098,0.0029817142,0.00008068166,0.000120041725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009209051,0.0002527504,0.00026844893,0.00006874175,0.00029378003,0.00033143832,0.0032398314,0.0002673075,0.000025127592],"category_scores_gemma":[0.0000085792135,0.00024394739,0.0001330999,0.00000700893,0.00010766106,0.00010654176,0.000734256,0.00027742612,0.0006467292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012562882,0.000011210096,1.8208964e-7,0.000017504772,0.000026764206,0.00001206731,0.00020158263,4.87305e-7,0.00010195904,0.35632175,0.543413,0.09989224],"study_design_scores_gemma":[0.00009241313,0.000013367769,0.0000043426,0.00006676651,0.0000087373055,0.000007860589,5.194052e-7,0.00014577854,0.0005617728,0.01630617,0.98251724,0.00027501606],"about_ca_topic_score_codex":0.000044658063,"about_ca_topic_score_gemma":0.00001224531,"teacher_disagreement_score":0.43910426,"about_ca_system_score_codex":0.00004472754,"about_ca_system_score_gemma":0.00035420965,"threshold_uncertainty_score":0.9947886},"labels":[],"label_agreement":null},{"id":"W2771181126","doi":"10.1007/978-1-4842-3048-0_2","title":"Shared User Credentials","year":2017,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"User Authentication and Security Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Delegate; Password; Business; Computer science; Computer security; Operations management; Internet privacy; Engineering","score_opus":0.048695226776742026,"score_gpt":0.2668389589069081,"score_spread":0.21814373213016608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2771181126","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000010637239,0.00026327182,0.0069316784,0.00014185526,0.0013214056,0.0004159796,0.000036859325,0.00027893062,0.9905994],"genre_scores_gemma":[0.02430905,0.000008424583,0.0003960901,0.00022167,0.00027623217,0.000030806434,0.000017185803,0.0000444279,0.9746961],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981757,0.000028072365,0.0003988112,0.0006453754,0.0005039356,0.00024812325],"domain_scores_gemma":[0.9965943,0.000045138226,0.00045697598,0.0025987767,0.00014777809,0.00015699529],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020056548,0.00032246902,0.000417935,0.0001370317,0.00026414092,0.0010593537,0.002925496,0.00033291994,0.00016834075],"category_scores_gemma":[0.000018439929,0.00031822314,0.00022370955,0.000002826897,0.00009427314,0.0002198109,0.00069366733,0.00025208283,0.0010974539],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023211157,0.0000075788857,0.000002140863,0.00005910737,0.00010035707,0.00003256973,0.004105851,4.0234497e-8,0.00009779651,0.9759472,0.014286384,0.005358655],"study_design_scores_gemma":[0.00019736665,0.000014978328,0.000019892213,0.00021403092,0.000030732943,0.000014707239,0.000001439265,0.0003691376,0.00029910402,0.049848344,0.9485938,0.00039646996],"about_ca_topic_score_codex":0.00004477674,"about_ca_topic_score_gemma":0.000036745652,"teacher_disagreement_score":0.9343074,"about_ca_system_score_codex":0.000027360553,"about_ca_system_score_gemma":0.000086431326,"threshold_uncertainty_score":0.99997765},"labels":[],"label_agreement":null},{"id":"W2772778236","doi":"10.1007/978-1-4842-3048-0_13","title":"Industrial Control Systems (ICS)","year":2017,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Control (management); Industrial control system; Visibility; Engineering; Control system; Manufacturing engineering; Systems engineering; Business; Risk analysis (engineering); Computer science; Electrical engineering","score_opus":0.033270852736511106,"score_gpt":0.2035127537594002,"score_spread":0.1702419010228891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2772778236","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008816549,0.0017626642,0.00025488104,0.000005865405,0.0060174745,0.00049316615,0.00013804369,0.00031755582,0.9909222],"genre_scores_gemma":[0.26073593,0.000085989406,0.00000460262,0.000025025423,0.0038136798,0.00004644361,0.000016123304,0.00012839811,0.73514384],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998834,0.000011098035,0.0003017481,0.00026775236,0.00028888253,0.00029648573],"domain_scores_gemma":[0.9989947,0.000076779565,0.00011997519,0.000634667,0.000042501222,0.00013136797],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011268265,0.00036368036,0.0005005684,0.00008533741,0.00015389803,0.00016250504,0.00050912634,0.0008563893,0.000039800245],"category_scores_gemma":[0.000012462718,0.00035014783,0.0001462183,0.0000014770583,0.00015459154,0.00004771223,0.00005844459,0.00079171377,0.00018954794],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024917457,0.00003157908,0.000050826482,0.0021875089,0.0031532035,0.0011477619,0.001449985,0.020881513,0.0018922675,0.7039867,0.20954607,0.055423405],"study_design_scores_gemma":[0.0007427747,0.000024678577,0.0000021749943,0.00054445973,0.00010225656,0.000020470261,0.0000034327056,0.0027697147,0.00018075794,0.000844302,0.9942558,0.0005092126],"about_ca_topic_score_codex":0.000039349874,"about_ca_topic_score_gemma":0.000014805385,"teacher_disagreement_score":0.7847097,"about_ca_system_score_codex":0.00004602934,"about_ca_system_score_gemma":0.00004154024,"threshold_uncertainty_score":0.99989504},"labels":[],"label_agreement":null},{"id":"W2773811389","doi":"10.1007/978-1-4842-3048-0_20","title":"Sample PAM Use Cases","year":2017,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Best practice; Sample (material); Weakness; Business; Process management; Computer security; Political science; Computer science; Medicine; Law; Chemistry","score_opus":0.06611261696479533,"score_gpt":0.2588202477410956,"score_spread":0.19270763077630026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2773811389","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000016331573,0.000054226406,0.016186798,0.000043216533,0.0006637701,0.00019971564,0.00008704904,0.00021833376,0.98253053],"genre_scores_gemma":[0.009913725,0.000021747102,0.0042139296,0.0010298506,0.0001988546,0.000016630242,0.000034935685,0.000028828696,0.9845415],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99887484,0.000010825668,0.00026278797,0.000301738,0.00031831226,0.0002314742],"domain_scores_gemma":[0.99762267,0.00023077168,0.0003054793,0.0016047693,0.00012156981,0.000114769435],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009729579,0.00026210223,0.00024929226,0.00009101693,0.0003120528,0.00076825055,0.0013428498,0.00022992244,0.00007578043],"category_scores_gemma":[0.000076098084,0.00024871464,0.00014322322,0.0000020592195,0.00009977964,0.0005356244,0.0005783872,0.00028385923,0.0002910158],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022214679,0.000002484146,0.0000022024806,0.000016358877,0.000020526739,0.000042434724,0.0005091723,2.7181002e-7,0.0000010420333,0.95953435,0.0051557003,0.034713224],"study_design_scores_gemma":[0.0001247898,0.00002223548,0.000022056689,0.00006878419,0.000011725828,0.000042171345,0.0000011454778,0.00022067633,0.00013926078,0.030729936,0.96829647,0.00032073315],"about_ca_topic_score_codex":0.0002940774,"about_ca_topic_score_gemma":0.00009959027,"teacher_disagreement_score":0.9631408,"about_ca_system_score_codex":0.000026227457,"about_ca_system_score_gemma":0.00008962258,"threshold_uncertainty_score":0.9999965},"labels":[],"label_agreement":null},{"id":"W2774517325","doi":"10.1007/978-1-4842-3048-0_10","title":"Privileged Access Management","year":2017,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Accidental; Business; Computer security; Internet privacy; Computer science","score_opus":0.05765152396283956,"score_gpt":0.2566326190364719,"score_spread":0.19898109507363232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2774517325","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000057156165,0.000064615575,0.00019269489,0.0002185244,0.0012834681,0.0006226248,0.0000070162823,0.00025824024,0.9972957],"genre_scores_gemma":[0.04582298,0.000024834215,0.0000653861,0.0015267093,0.002837058,0.000073169555,0.00019230745,0.00014411338,0.94931346],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998263,0.0000021494286,0.0004196479,0.0005728995,0.00040909575,0.00033322631],"domain_scores_gemma":[0.9978103,0.000010750808,0.00085165875,0.001033741,0.00028129775,0.000012221219],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018919342,0.00049891905,0.00040817005,0.0004173727,0.00049849146,0.0015230667,0.0012455287,0.0003646066,0.0007062191],"category_scores_gemma":[0.000010705612,0.000488724,0.0001404998,0.00001518769,0.00015897636,0.0011529421,0.00090074755,0.00037784284,0.0008471399],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030002197,0.000010218864,0.000025362533,0.00063250866,0.000123424,0.00005728055,0.0000037903885,0.0000029581286,0.000012005298,0.94392407,0.01482015,0.04035823],"study_design_scores_gemma":[0.0003549144,0.0000027154517,0.00052541436,0.00044280323,0.00018350697,0.0000014808995,0.0000018003338,0.000033979122,0.000025337404,0.122006744,0.8758888,0.0005324925],"about_ca_topic_score_codex":0.00010222059,"about_ca_topic_score_gemma":0.00005412012,"teacher_disagreement_score":0.86106867,"about_ca_system_score_codex":0.000029265959,"about_ca_system_score_gemma":0.000022025224,"threshold_uncertainty_score":0.9999308},"labels":[],"label_agreement":null},{"id":"W2774849664","doi":"10.1007/978-1-4842-3048-0_4","title":"Password Less Authentication","year":2017,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"User Authentication and Security Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Password; Computer science; Authentication (law); Computer security; Context (archaeology); Process (computing); Internet privacy; Geography; Operating system","score_opus":0.054391100879568194,"score_gpt":0.2584677474474253,"score_spread":0.2040766465678571,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2774849664","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003724583,0.0001896376,0.01719081,0.0003454187,0.0011842798,0.00043228787,0.00001404316,0.00030955713,0.98029673],"genre_scores_gemma":[0.12900689,0.000012362223,0.0003270384,0.0001425528,0.00021733862,0.00003776363,0.000016013913,0.000039549894,0.8702005],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99822104,0.000030376377,0.0003903514,0.0006323797,0.0004750835,0.0002507933],"domain_scores_gemma":[0.9964396,0.000053509593,0.00051103794,0.0026940007,0.00015926814,0.00014261159],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022372518,0.00031322773,0.0003529368,0.00014610516,0.0002904201,0.00061685714,0.0024766885,0.00032174235,0.000030403922],"category_scores_gemma":[0.000016230611,0.00031058068,0.00017838599,0.000003997228,0.00012671622,0.00017108636,0.0004612138,0.00029202588,0.0006296692],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015587856,0.000007994976,0.0000026560301,0.00005032726,0.000051037692,0.00000852532,0.0053958492,2.9807126e-8,0.000053946562,0.9591039,0.0016892548,0.033634912],"study_design_scores_gemma":[0.00019535824,0.000018250448,0.000048751655,0.00023535847,0.00004135781,0.000013994533,0.000004761366,0.002067756,0.00023934468,0.13578258,0.86088896,0.0004635355],"about_ca_topic_score_codex":0.000030204645,"about_ca_topic_score_gemma":0.000032923544,"teacher_disagreement_score":0.8591997,"about_ca_system_score_codex":0.000041567964,"about_ca_system_score_gemma":0.00009396122,"threshold_uncertainty_score":0.9999346},"labels":[],"label_agreement":null},{"id":"W2808044672","doi":"10.1007/978-1-4842-3691-8","title":"How to Kill the Scrum Monster","year":2018,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Artificial Intelligence in Games","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NanoQuébec (Canada)","funders":"","keywords":"Monster; Scrum; Art; Computer science; Art history; Operating system; Software","score_opus":0.042548742832778465,"score_gpt":0.26309429231204734,"score_spread":0.22054554947926888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808044672","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00001954706,0.0001266166,0.23098756,0.0022538088,0.0018291695,0.000603893,0.00000946146,0.00022011269,0.7639498],"genre_scores_gemma":[0.001427132,0.0000025806785,0.004820882,0.002905605,0.0011067215,0.000077569995,0.0000015901811,0.000044423174,0.9896135],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979101,0.00008017615,0.00027449135,0.00071257126,0.0005389385,0.00048375546],"domain_scores_gemma":[0.99704856,0.0002562836,0.00017063071,0.0021603762,0.000208197,0.00015597067],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00027247568,0.00035568417,0.00029089465,0.00012273829,0.00023449441,0.001325296,0.003980669,0.00026097312,0.000018145787],"category_scores_gemma":[0.00007700342,0.0002463333,0.00016151708,0.000038322065,0.0003595102,0.00023470813,0.0015401123,0.00038125247,0.0008449403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000063079547,0.000008761554,0.000002169521,0.00001858,0.00005782392,0.00002450803,0.0027175355,0.000006387569,0.00013817602,0.26562935,0.59466463,0.13672578],"study_design_scores_gemma":[0.000015447762,0.0000661632,0.0000020349446,0.00010837063,0.000013499268,0.000007921742,0.000017277735,0.00032348413,0.006853892,0.057841953,0.9344259,0.0003240593],"about_ca_topic_score_codex":0.000023088725,"about_ca_topic_score_gemma":0.000061436316,"teacher_disagreement_score":0.3397613,"about_ca_system_score_codex":0.000078812816,"about_ca_system_score_gemma":0.00019550351,"threshold_uncertainty_score":0.99999887},"labels":[],"label_agreement":null},{"id":"W2808087274","doi":"10.1007/978-1-4842-3627-7_22","title":"Tales from the Trenches","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Point (geometry); Internet privacy; Sound (geography); Business; Computer security; Engineering; Public relations; Computer science; Political science","score_opus":0.02627808004122729,"score_gpt":0.21607553982352534,"score_spread":0.18979745978229806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808087274","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000056002445,0.00021859338,0.005642906,0.00016682268,0.0005578954,0.00013265913,0.000039491555,0.00015410822,0.9930315],"genre_scores_gemma":[0.008948956,0.00002140545,0.002064005,0.0031079603,0.0008197385,0.000019135221,0.00004112708,0.000024885827,0.9849528],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99905354,0.000015520629,0.0002312308,0.00024772,0.00029396606,0.00015799911],"domain_scores_gemma":[0.9986207,0.00010863519,0.00017291543,0.0009721003,0.00007253073,0.000053157735],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010074207,0.00021203404,0.00016648318,0.0000335976,0.00017151574,0.00025860337,0.0014804144,0.00018197381,0.0002774568],"category_scores_gemma":[0.000006230362,0.00014317107,0.0001178257,0.0000055175506,0.00018051619,0.00014021205,0.0004526594,0.00023596523,0.00092467957],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014863847,0.0000016880244,5.391886e-7,0.0000036130232,0.000033072003,0.000002818695,0.004945835,8.274992e-8,0.0000033504555,0.9374433,0.027557401,0.030006787],"study_design_scores_gemma":[0.00007980352,0.000013076729,0.000018901275,0.000049006965,0.000011707469,0.000002956792,0.000010216079,0.0002438607,0.0003086822,0.13034187,0.86873096,0.00018894783],"about_ca_topic_score_codex":0.00006086071,"about_ca_topic_score_gemma":0.00008637812,"teacher_disagreement_score":0.8411736,"about_ca_system_score_codex":0.000015750018,"about_ca_system_score_gemma":0.000055856992,"threshold_uncertainty_score":0.9998532},"labels":[],"label_agreement":null},{"id":"W2808143127","doi":"10.1007/978-1-4842-3627-7_1","title":"The Attack Chain","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Computer security; Internet privacy; Criminology; Business; Computer science; History; Political science; Psychology","score_opus":0.0275064076981672,"score_gpt":0.2409575196600291,"score_spread":0.2134511119618619,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808143127","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00000537292,0.00012490252,0.0070428224,0.00020025262,0.0008615495,0.00018925265,0.000005081223,0.00016432916,0.99140644],"genre_scores_gemma":[0.00078096555,0.000020150468,0.00050674356,0.0012032257,0.00031625203,0.000014484195,0.0000037591308,0.000017416312,0.997137],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99889356,0.000016092701,0.0002709797,0.00023289476,0.00034541264,0.00024107943],"domain_scores_gemma":[0.99845415,0.00007165817,0.00019453149,0.0010754185,0.00012901014,0.00007524982],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00025150183,0.00021113906,0.00014968941,0.000046153145,0.00035759885,0.00034287586,0.0015568654,0.00018563903,0.00008347548],"category_scores_gemma":[0.000007376099,0.00014807729,0.000113683476,0.0000064401493,0.00017634367,0.0001170826,0.0005225666,0.00027414053,0.0013472036],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001680017,8.868893e-7,4.504481e-8,0.000006170754,0.000017031907,0.000002290533,0.0010841362,1.4362026e-7,6.7497257e-7,0.93251336,0.037787326,0.028586255],"study_design_scores_gemma":[0.00008044171,0.00002057868,0.0000014486619,0.000030785774,0.0000046679147,0.000007761134,0.000004073041,0.000762996,0.000109157234,0.048622012,0.9501658,0.00019026312],"about_ca_topic_score_codex":0.000004575591,"about_ca_topic_score_gemma":0.000025758267,"teacher_disagreement_score":0.9123785,"about_ca_system_score_codex":0.000025383873,"about_ca_system_score_gemma":0.00006758392,"threshold_uncertainty_score":0.99943036},"labels":[],"label_agreement":null},{"id":"W2808156704","doi":"10.1007/978-1-4842-3627-7_16","title":"Vulnerability Management Operations","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Vulnerability (computing); Computer science; Business; Computer security","score_opus":0.02195230846683412,"score_gpt":0.2485248216611368,"score_spread":0.22657251319430266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808156704","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012796836,0.000098890865,0.05076672,0.000055617467,0.0012465154,0.0007010226,0.00001204615,0.00042527218,0.9465659],"genre_scores_gemma":[0.012808387,0.000021579075,0.012663783,0.00028213227,0.00041845167,0.00011818044,0.000011911473,0.00003763077,0.97363794],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979767,0.000034499026,0.0004585755,0.0008144408,0.0004302897,0.00028547825],"domain_scores_gemma":[0.99734914,0.00004549965,0.00009567536,0.0022074052,0.0001894541,0.00011281133],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00040013116,0.0003441292,0.00034364566,0.00011048555,0.0002916565,0.00019216085,0.0013173883,0.00028700865,0.00021773037],"category_scores_gemma":[0.000007598388,0.000289732,0.00017870599,0.000015404876,0.00020170529,0.00016181343,0.00075901713,0.00028231303,0.00090973097],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009087831,0.000035557765,0.000020434236,0.0004465635,0.0002243516,0.000036191832,0.0010376323,0.000046563884,0.000010712653,0.90879536,0.010781708,0.07855587],"study_design_scores_gemma":[0.0003759898,0.00012519925,0.0000867467,0.00034716798,0.00006824002,0.000030918745,0.0000073186598,0.0015862709,0.00037001626,0.08405365,0.91208166,0.0008668321],"about_ca_topic_score_codex":0.000020768266,"about_ca_topic_score_gemma":0.00001887046,"teacher_disagreement_score":0.90129995,"about_ca_system_score_codex":0.00009417958,"about_ca_system_score_gemma":0.000067557216,"threshold_uncertainty_score":0.9999555},"labels":[],"label_agreement":null},{"id":"W2808210755","doi":"10.1007/978-1-4842-3627-7_13","title":"Vulnerability Management Design","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Vulnerability (computing); Computer security; Officer; Vulnerability management; Business; Security management; Closing (real estate); Risk management; Work (physics); Compliance (psychology); Key (lock); Risk analysis (engineering); Internet privacy; Vulnerability assessment; Computer science; Engineering; Political science","score_opus":0.037111916571240515,"score_gpt":0.24165946247025416,"score_spread":0.20454754589901364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808210755","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000014647077,0.000023382618,0.2963341,0.000027040807,0.00039239717,0.00032568755,0.0000033304332,0.00019736447,0.70269525],"genre_scores_gemma":[0.0013738127,0.000010011785,0.031874206,0.0010563711,0.0001590974,0.000043154905,0.00000665961,0.000023866776,0.9654528],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985446,0.000034698773,0.00034704516,0.00041627613,0.00040904927,0.00024838647],"domain_scores_gemma":[0.9982743,0.00004068053,0.00017896372,0.0012858133,0.0001197252,0.00010048119],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003949347,0.0002792455,0.000225898,0.00011154706,0.00015846189,0.00020201222,0.0012657045,0.00020245653,0.0003264812],"category_scores_gemma":[0.0000034261413,0.00026476555,0.0001188085,0.000009361173,0.00011636408,0.00017878087,0.00063206395,0.0002484152,0.0011377045],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045223765,0.0000048900815,7.32309e-8,0.00004260745,0.000040916242,0.000009819576,0.0007584561,0.0000018267415,8.0451485e-7,0.94341177,0.014015928,0.041708384],"study_design_scores_gemma":[0.00016759448,0.00003937217,0.0000043480077,0.00005578755,0.000017236413,0.0000061703795,0.000003132144,0.0009515031,0.00034780407,0.22983287,0.76824135,0.00033279808],"about_ca_topic_score_codex":0.0000038573785,"about_ca_topic_score_gemma":0.000002583973,"teacher_disagreement_score":0.75422543,"about_ca_system_score_codex":0.000056803172,"about_ca_system_score_gemma":0.00003980683,"threshold_uncertainty_score":0.99998045},"labels":[],"label_agreement":null},{"id":"W2808238943","doi":"10.1007/978-1-4842-3627-7_18","title":"Sample Vulnerability Plan","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Vulnerability (computing); Vulnerability management; Plan (archaeology); Computer security; Vulnerability assessment; Computer science; Sample (material); Cloud computing; Mobile device; Section (typography); Risk analysis (engineering); Business; Geography; Operating system","score_opus":0.03550091799974058,"score_gpt":0.24342919605638552,"score_spread":0.20792827805664493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808238943","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000028318824,0.000025352134,0.06611458,0.000044750774,0.0006327526,0.00020902666,0.00005825846,0.00027732912,0.9326096],"genre_scores_gemma":[0.010246323,0.00000713264,0.013366194,0.0025506562,0.0007020604,0.00003683159,0.000084689906,0.000048964375,0.97295713],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986138,0.000021550435,0.00035345307,0.00038846457,0.00036965442,0.0002531053],"domain_scores_gemma":[0.9981918,0.00011021455,0.0001959948,0.0012320103,0.00014589042,0.00012412018],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024372329,0.0002715236,0.00025974168,0.00008728466,0.0001756971,0.00019977926,0.0011882848,0.00027528236,0.0005689948],"category_scores_gemma":[0.00002181975,0.00025557,0.0001320652,0.000007637362,0.00014389888,0.00019204187,0.00049749843,0.00034474922,0.0007350374],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034830234,0.0000038243593,0.0000012387588,0.000024141138,0.000018632763,0.0000024175856,0.0015035535,2.4924225e-7,0.0000017857072,0.9736799,0.008867221,0.01589353],"study_design_scores_gemma":[0.00011737923,0.000033578748,0.000008635979,0.000030690942,0.000006693892,0.00000671863,0.0000025234751,0.0005239717,0.00027480966,0.206331,0.79238397,0.00028004358],"about_ca_topic_score_codex":0.00004875984,"about_ca_topic_score_gemma":0.000035442477,"teacher_disagreement_score":0.7835167,"about_ca_system_score_codex":0.00004343958,"about_ca_system_score_gemma":0.00009092458,"threshold_uncertainty_score":0.9999896},"labels":[],"label_agreement":null},{"id":"W2808440327","doi":"10.1007/978-1-4842-3627-7_20","title":"Risk Management Frameworks","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Mandate; Process management; Compliance (psychology); Set (abstract data type); Risk analysis (engineering); Business; Control (management); Risk management; Knowledge management; Computer science; Finance; Political science","score_opus":0.011165371517550758,"score_gpt":0.2181840751426934,"score_spread":0.20701870362514263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808440327","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000002955503,0.000071596856,0.13819443,0.000025809137,0.00074668246,0.00023078425,0.000010118998,0.00024363298,0.860474],"genre_scores_gemma":[0.0008797763,0.000077919394,0.019987078,0.0017311483,0.0002840296,0.000024287321,0.000009816045,0.00002921187,0.97697675],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986421,0.000015600192,0.00031454756,0.00036644418,0.00040869566,0.0002526491],"domain_scores_gemma":[0.99825954,0.000028771361,0.0002806617,0.0012306242,0.00009900319,0.00010137902],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017493771,0.00027916417,0.00021210912,0.0001361324,0.00017183635,0.0002507782,0.0013185749,0.0005363651,0.00033894717],"category_scores_gemma":[0.0000033309552,0.00026781927,0.00014099578,0.000009615538,0.00009492001,0.00015317043,0.000778553,0.0007599517,0.001830704],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020075418,0.0000026647865,2.4856857e-7,0.000021632784,0.000058852867,0.000010307375,0.00090638123,6.5940594e-7,4.531703e-8,0.8980832,0.016848586,0.084065415],"study_design_scores_gemma":[0.000107800195,0.000019372328,0.000004642991,0.00008069423,0.000022582484,0.0000037077968,0.0000038694143,0.0005549771,0.000027579537,0.26127914,0.73763794,0.00025767184],"about_ca_topic_score_codex":0.000006718317,"about_ca_topic_score_gemma":0.000005658693,"teacher_disagreement_score":0.7207894,"about_ca_system_score_codex":0.00003479501,"about_ca_system_score_gemma":0.000021148193,"threshold_uncertainty_score":0.9999774},"labels":[],"label_agreement":null},{"id":"W2808491106","doi":"10.1007/978-1-4842-3627-7_14","title":"Vulnerability Management Development","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Vulnerability (computing); Business; Environmental planning; Computer science; Geography; Computer security","score_opus":0.024023947721600113,"score_gpt":0.2324836797492567,"score_spread":0.2084597320276566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808491106","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000022140048,0.00002651817,0.041767687,0.000027848524,0.00053299277,0.00031544792,0.0000027988672,0.00023811124,0.9570665],"genre_scores_gemma":[0.0018922816,0.000004764755,0.024566429,0.0008694446,0.00010893473,0.00004314474,0.000013381151,0.00001973054,0.9724819],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984413,0.000014349251,0.0004175389,0.00041575043,0.00045925577,0.0002518363],"domain_scores_gemma":[0.9985458,0.000017246362,0.00017892905,0.0010333989,0.00012036709,0.00010424821],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028546705,0.00028279924,0.00021699644,0.000115053335,0.00019443635,0.00017294686,0.0011578812,0.0001781203,0.0003263158],"category_scores_gemma":[0.0000020068428,0.00026943587,0.00008925713,0.000008684693,0.00008719666,0.00014453888,0.00088176935,0.00022593144,0.00140602],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023679718,0.000005789193,2.7641408e-7,0.00006403095,0.00005084496,0.000007649625,0.0017712376,2.3769093e-7,5.553845e-7,0.886895,0.0046157693,0.10658625],"study_design_scores_gemma":[0.00014184754,0.0000136565295,0.00002698545,0.000066037435,0.0000085212305,0.0000041698663,0.000004185288,0.00009724431,0.00042143927,0.048543636,0.9503426,0.00032968444],"about_ca_topic_score_codex":0.0000023110513,"about_ca_topic_score_gemma":0.000009500929,"teacher_disagreement_score":0.9457268,"about_ca_system_score_codex":0.00009126867,"about_ca_system_score_gemma":0.00007165472,"threshold_uncertainty_score":0.9999758},"labels":[],"label_agreement":null},{"id":"W2808684388","doi":"10.1007/978-1-4842-3627-7_21","title":"Making It All Work","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Cloud computing; Computer science; Computer security; Work (physics); Software; Mobile device; World Wide Web; Engineering; Operating system","score_opus":0.06414667687298402,"score_gpt":0.2730159696557771,"score_spread":0.2088692927827931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808684388","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000004405647,0.00005966293,0.020253269,0.00014622496,0.000783956,0.0001647543,0.0000040254386,0.00023174034,0.97835195],"genre_scores_gemma":[0.0037874866,0.0000060103603,0.005615694,0.0065630227,0.00039748522,0.0000132051755,0.000008615148,0.000031065145,0.98357743],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986881,0.0000121550065,0.0003269251,0.0003235869,0.0003737788,0.00027542486],"domain_scores_gemma":[0.99861234,0.00003399953,0.00023578103,0.00092663773,0.00011188547,0.00007934215],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001605833,0.0002670141,0.00022184012,0.000110321016,0.000112333306,0.00028481605,0.001286288,0.00027603327,0.00039761295],"category_scores_gemma":[0.0000049864143,0.0002603532,0.00013104928,0.000010010573,0.000086316235,0.00018494448,0.00061365456,0.00031775847,0.0017815111],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036741671,0.0000021506955,2.7200468e-7,0.000018731685,0.000036228845,0.000011780303,0.0034414623,3.9137421e-7,8.452002e-7,0.91933906,0.05366802,0.02347737],"study_design_scores_gemma":[0.0000944797,0.00001688248,0.0000022798342,0.0001726044,0.000011162112,0.000009729806,0.000003453827,0.00016421847,0.00006251425,0.041214634,0.9579368,0.00031119032],"about_ca_topic_score_codex":0.0000030124852,"about_ca_topic_score_gemma":0.000008660155,"teacher_disagreement_score":0.90426886,"about_ca_system_score_codex":0.000036730715,"about_ca_system_score_gemma":0.000053730855,"threshold_uncertainty_score":0.99998486},"labels":[],"label_agreement":null},{"id":"W2898930378","doi":"10.1007/978-1-4842-3942-1_2","title":"Unintended Consequences","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Business Strategies and Innovation","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Inuit Tapiriit Kanatami","funders":"","keywords":"Multitude; Unintended consequences; Business; Public relations; Law and economics; Political science; Economics; Law","score_opus":0.04760019441062657,"score_gpt":0.22369923618470278,"score_spread":0.1760990417740762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898930378","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012481818,0.00007215075,0.00007671815,0.0004306094,0.000992938,0.00023733448,0.000007539268,0.00021823893,0.9978396],"genre_scores_gemma":[0.06370968,0.00001129393,0.00008951903,0.0030274973,0.0049472847,0.00002115004,0.00015138615,0.000108495005,0.9279337],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987298,0.0000016998898,0.00036134632,0.0003862716,0.00026762273,0.00025323554],"domain_scores_gemma":[0.9985307,0.0000113392025,0.00046910706,0.00038612515,0.00059429614,0.000008458026],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00011368621,0.00035996462,0.00031859675,0.00025745624,0.00017565663,0.00044589335,0.00036461023,0.00029774592,0.0027832394],"category_scores_gemma":[0.00001786329,0.00032454537,0.000098366734,0.000027965103,0.00095726724,0.00036379945,0.0002028331,0.00023209861,0.0011294406],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018575369,0.0000030436433,0.0000028595023,0.00013676625,0.00004247583,0.000013392015,0.000009611229,3.7441743e-7,0.00016711571,0.96311593,0.032845996,0.0036438303],"study_design_scores_gemma":[0.00012070383,0.000005725015,0.000010953413,0.00017633209,0.00005369329,0.0000028105987,0.000018121933,0.000030916097,0.000056635523,0.3387217,0.66050935,0.00029307924],"about_ca_topic_score_codex":0.00026572333,"about_ca_topic_score_gemma":0.00010106502,"teacher_disagreement_score":0.6276633,"about_ca_system_score_codex":0.000020824104,"about_ca_system_score_gemma":0.000051367577,"threshold_uncertainty_score":0.99992067},"labels":[],"label_agreement":null},{"id":"W2898970730","doi":"10.1007/978-1-4842-3942-1_6","title":"Benefits Beyond Revenue","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"ICT Impact and Policies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Inuit Tapiriit Kanatami","funders":"","keywords":"Revenue; Incubation; Business; Finance; Chemistry","score_opus":0.01921824219940868,"score_gpt":0.2156657045646299,"score_spread":0.19644746236522123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898970730","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017509746,0.0013881696,0.000012120981,0.000007393718,0.0008318576,0.00013694733,0.00037268744,0.0002513869,0.99524844],"genre_scores_gemma":[0.008570018,0.00009811448,0.00003418875,0.0001479931,0.0014283564,0.0000096907115,0.000030963496,0.00017099743,0.9895097],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99929786,0.0000030649348,0.00018702415,0.000084243,0.00014948049,0.00027832374],"domain_scores_gemma":[0.9993811,0.00002865447,0.00004303068,0.00041829763,0.000033835277,0.00009504794],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003948672,0.0003167259,0.00027907133,0.000099219855,0.00005186464,0.00004070592,0.00022538313,0.00035386838,0.0004174882],"category_scores_gemma":[0.000003474099,0.00032838472,0.00010980095,0.000003807493,0.00007870645,0.000027536978,0.000057136163,0.00026644368,0.00079065026],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017372946,0.0000046467417,0.0000033201018,0.000514858,0.0005225485,0.000013167479,0.01045098,0.00021550182,0.0009874065,0.24680276,0.6839597,0.05650773],"study_design_scores_gemma":[0.00009229427,0.000026761478,0.000010558112,0.00022217333,0.000056778506,0.000010811893,0.000005409346,0.000012181215,0.002681442,0.012190305,0.9842979,0.00039342802],"about_ca_topic_score_codex":0.000017098935,"about_ca_topic_score_gemma":0.0000370445,"teacher_disagreement_score":0.30033815,"about_ca_system_score_codex":0.000032022737,"about_ca_system_score_gemma":0.0000143933585,"threshold_uncertainty_score":0.99998736},"labels":[],"label_agreement":null},{"id":"W2900687440","doi":"10.1007/978-1-4842-3823-3_8","title":"Other Miscellaneous Items in Photoshop That You Can Use for Web Design","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Workflow; World Wide Web; Computer science; Multimedia; Computer graphics (images); Database","score_opus":0.07451028226592898,"score_gpt":0.24669394638277264,"score_spread":0.17218366411684366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900687440","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012567562,0.0001964878,0.11067876,0.00008876327,0.00042406062,0.00322841,0.00019802962,0.00027243793,0.8847874],"genre_scores_gemma":[0.005328231,0.000018247787,0.012792567,0.0007849465,0.00026865362,0.00078598596,0.000016857555,0.000099027486,0.9799055],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99841785,0.000024759163,0.00028383205,0.0007078791,0.00022037365,0.00034532597],"domain_scores_gemma":[0.99808276,0.00029192533,0.00018351794,0.0012545456,0.00007492785,0.00011231274],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016253996,0.0003347708,0.0003190113,0.00014151268,0.00009343764,0.00021191115,0.0011126237,0.00031456162,0.00010781094],"category_scores_gemma":[0.0000066385514,0.00032088955,0.0001249606,0.000010274034,0.00010692148,0.00003032696,0.00018209107,0.00018518341,0.00010513825],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000107277185,0.0001184173,0.000051397416,0.00024898926,0.00028361584,0.00012069184,0.003884047,0.00007218517,0.006831284,0.71948737,0.20624483,0.062549904],"study_design_scores_gemma":[0.00028521274,0.0000630516,0.0000020775651,0.00010778688,0.000020023832,0.000014884641,0.0000023571858,0.0020272587,0.0030314594,0.027731972,0.96630514,0.00040877538],"about_ca_topic_score_codex":0.00035772682,"about_ca_topic_score_gemma":0.00074091257,"teacher_disagreement_score":0.7600603,"about_ca_system_score_codex":0.0000500752,"about_ca_system_score_gemma":0.0001339721,"threshold_uncertainty_score":0.9999243},"labels":[],"label_agreement":null},{"id":"W2900826571","doi":"10.1007/978-1-4842-3823-3_25","title":"Getting Started with Media Encoder","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Animation; Adobe; Graphics; Encoder; Computer graphics (images); Point (geometry); Computer science; Multimedia; World Wide Web; Operating system","score_opus":0.025941284668750078,"score_gpt":0.22585231765882957,"score_spread":0.1999110329900795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900826571","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000011894029,0.00005027661,0.33040962,0.00013776058,0.00010946487,0.00032318296,0.000023387665,0.00031006805,0.66862434],"genre_scores_gemma":[0.0042603747,0.0000141912205,0.047862988,0.0011794928,0.00078326213,0.00018799269,0.000082997154,0.00015857595,0.94547015],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981174,0.000019996078,0.00031131026,0.00070307043,0.00052762503,0.0003205841],"domain_scores_gemma":[0.99765104,0.0001510516,0.0003037489,0.0015403354,0.00020269326,0.00015112596],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015130638,0.00034008344,0.00029150452,0.00012349563,0.0001842537,0.000139426,0.0013506775,0.00025765176,0.00011894791],"category_scores_gemma":[0.000008846188,0.0002921204,0.00007300168,0.000018658846,0.00029273107,0.00010307693,0.00047856104,0.00037611838,0.000310813],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008162761,0.000014446817,9.60949e-7,0.00003997066,0.00018478546,0.000030641084,0.0027591425,0.000012266483,0.0002098593,0.9584362,0.009285209,0.029018374],"study_design_scores_gemma":[0.00047150214,0.000102511105,0.000013181095,0.00039172135,0.00010926029,0.000047243437,0.000020311638,0.0031520296,0.0019256105,0.15133877,0.8414211,0.0010067103],"about_ca_topic_score_codex":0.000028045464,"about_ca_topic_score_gemma":0.00010879898,"teacher_disagreement_score":0.8321359,"about_ca_system_score_codex":0.000056541354,"about_ca_system_score_gemma":0.0001459035,"threshold_uncertainty_score":0.9999531},"labels":[],"label_agreement":null},{"id":"W2900923741","doi":"10.1007/978-1-4842-3823-3_20","title":"Import Your Audio and Video","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science","score_opus":0.04655939462681028,"score_gpt":0.2558904271459991,"score_spread":0.2093310325191888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900923741","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0029405584,0.00015184665,0.00016422683,0.0000051382344,0.0008963897,0.00018049123,0.000017529863,0.00034747878,0.99529636],"genre_scores_gemma":[0.008847847,0.00007416084,0.00011228349,0.00008558971,0.0018052896,0.000017879987,0.000032143675,0.00011204647,0.98891276],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99920744,0.000005807586,0.0002231612,0.00021833027,0.00019724395,0.00014800782],"domain_scores_gemma":[0.9995253,0.000011596025,0.00005046752,0.00028163785,0.000042019783,0.00008897894],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00010786554,0.00024358011,0.00021312767,0.00009417476,0.00006110341,0.00004483059,0.00009326712,0.000276864,0.01587411],"category_scores_gemma":[0.000004116853,0.00025845185,0.00006204346,0.0000021889505,0.000091041744,0.000037881473,0.000041039795,0.00021056872,0.0041286754],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017781684,0.0000053148447,0.000014729859,0.00043990882,0.0003380948,0.000024426074,0.0037355644,0.00011534955,0.0049682204,0.0042215837,0.9378025,0.048316527],"study_design_scores_gemma":[0.00017800598,0.00002411689,0.00015549973,0.00010341262,0.000064025255,0.000010159934,0.000008398901,0.000632134,0.00014019015,0.004709151,0.993631,0.00034388952],"about_ca_topic_score_codex":5.027811e-7,"about_ca_topic_score_gemma":0.00001319277,"teacher_disagreement_score":0.055828515,"about_ca_system_score_codex":0.00004819777,"about_ca_system_score_gemma":0.000014488827,"threshold_uncertainty_score":0.99998677},"labels":[],"label_agreement":null},{"id":"W2900970876","doi":"10.1007/978-1-4842-3823-3_14","title":"Tools for Animation and Video","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Animation; Interactivity; Computer graphics (images); Scalable Vector Graphics; Computer science; Multimedia; Computer animation; World Wide Web","score_opus":0.06022408794324834,"score_gpt":0.23065310893514399,"score_spread":0.17042902099189564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900970876","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0042241793,0.0006162445,0.000057736084,0.000015780184,0.00024085274,0.00033017455,0.00040153658,0.000057686604,0.9940558],"genre_scores_gemma":[0.050996207,0.000035473146,0.000754143,0.00018760681,0.00043346363,0.000004014444,0.00044946387,0.00001181026,0.9471278],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999334,0.000011164246,0.00014563806,0.00024199784,0.0001189307,0.00014826345],"domain_scores_gemma":[0.99948937,0.00018005792,0.000079934776,0.00013465401,0.00004853278,0.00006744284],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014948704,0.00016217153,0.00017549965,0.000023780896,0.00014028282,0.00014678879,0.00010120582,0.00016958668,0.0012042325],"category_scores_gemma":[0.000022502742,0.00012716823,0.000053544783,0.0000022982158,0.00008740316,0.000098478005,0.000008999378,0.0000846266,0.00014376854],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001278949,0.0000020786242,0.0005272683,0.00026217388,0.000094926065,0.0000074691734,0.0008541926,0.0000032169169,0.0000753785,0.01008107,0.015299503,0.97266483],"study_design_scores_gemma":[0.00021906612,0.00021539327,0.002529542,0.00014223646,0.000046808775,0.000010469909,0.000029094728,0.00023037603,0.00009400217,0.02351318,0.9725877,0.0003821281],"about_ca_topic_score_codex":0.00007217867,"about_ca_topic_score_gemma":0.00066365453,"teacher_disagreement_score":0.9722827,"about_ca_system_score_codex":0.0000016405326,"about_ca_system_score_gemma":0.000012865548,"threshold_uncertainty_score":0.99970883},"labels":[],"label_agreement":null},{"id":"W2901090830","doi":"10.1007/978-1-4842-4140-0_5","title":"API Authentication and Authorization","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Web Application Security Vulnerabilities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rick Hansen Foundation","funders":"","keywords":"Authorization; Authentication (law); Computer science; Computer security; World Wide Web; Internet privacy","score_opus":0.020846982072496127,"score_gpt":0.23366508596858448,"score_spread":0.21281810389608835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901090830","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001098494,0.00015579688,0.21524087,0.00019831123,0.00026235834,0.00046432545,0.000012700118,0.00035565192,0.78320014],"genre_scores_gemma":[0.047244035,0.000021901147,0.01069381,0.00024252344,0.00041028138,0.000096616146,0.00003216442,0.000056454333,0.9412022],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99861103,0.000025496958,0.00029282653,0.00060701574,0.00030374815,0.000159893],"domain_scores_gemma":[0.9984667,0.000093522925,0.00021675159,0.00094276445,0.00018864803,0.000091644935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021271058,0.00023172161,0.0002042328,0.0001309251,0.0001474143,0.00023711003,0.00062016473,0.00025863532,0.000080508],"category_scores_gemma":[0.000019520472,0.00024432308,0.000047691494,0.000012051415,0.00023330945,0.00014706515,0.0003742487,0.00018075565,0.00020469402],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012279927,0.0000029441974,7.1809836e-7,0.00003060606,0.000013178266,4.0789632e-7,0.0015796466,1.0442913e-7,0.00017186045,0.9847737,0.001123156,0.012302437],"study_design_scores_gemma":[0.0000917026,0.000029307419,0.000015755311,0.00005035321,0.00001929277,0.000006660306,0.0000055562987,0.0014231335,0.0010797307,0.5327815,0.46422848,0.00026855784],"about_ca_topic_score_codex":0.000008255389,"about_ca_topic_score_gemma":0.0000046415744,"teacher_disagreement_score":0.46310532,"about_ca_system_score_codex":0.0000357308,"about_ca_system_score_gemma":0.00005607425,"threshold_uncertainty_score":0.99632055},"labels":[],"label_agreement":null},{"id":"W2901249549","doi":"10.1007/978-1-4842-3823-3_35","title":"Working with Bootstrap, Templates, Library Items, and the Assets Panel","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Template; Theme (computing); Computer science; Information retrieval; World Wide Web; Work (physics); Engineering; Programming language","score_opus":0.1464697039551381,"score_gpt":0.2464328651231795,"score_spread":0.09996316116804141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901249549","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006113028,0.0012823005,0.00012364467,0.00032834473,0.00057682884,0.0005836023,0.000021659656,0.00024891947,0.9962234],"genre_scores_gemma":[0.10969976,0.00026709776,0.00020159426,0.0035880508,0.006259935,0.00007321141,0.00038816917,0.00032559255,0.8791966],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99827737,0.00000782991,0.0003766834,0.0006032729,0.00037915248,0.000355707],"domain_scores_gemma":[0.99855727,0.00014061498,0.00047588127,0.0007118881,0.000092519884,0.000021845406],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00020555682,0.00053763564,0.0004840509,0.00018839887,0.0003557199,0.0011993324,0.00073175586,0.0003130204,0.0007634514],"category_scores_gemma":[0.000014005001,0.0003274748,0.000085174644,0.00003570309,0.0008881903,0.0006737805,0.0006997482,0.00046479012,0.00026174038],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008913892,0.000018449711,0.001092505,0.0006429451,0.0004015299,0.00012237678,0.00011589084,0.0000011675094,0.000015581698,0.8555113,0.090792626,0.050394207],"study_design_scores_gemma":[0.00044756217,0.000009073621,0.0001236589,0.0009964439,0.00022586664,0.000024626592,0.000014764087,0.00006722732,0.00002979538,0.033024594,0.9645243,0.0005120814],"about_ca_topic_score_codex":0.0001548792,"about_ca_topic_score_gemma":0.00010423106,"teacher_disagreement_score":0.8737317,"about_ca_system_score_codex":0.000006407388,"about_ca_system_score_gemma":0.000033919758,"threshold_uncertainty_score":0.99991775},"labels":[],"label_agreement":null},{"id":"W2901387167","doi":"10.1007/978-1-4842-3823-3_15","title":"Other Miscellaneous Items in Illustrator That You Can Use for Web Design","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science; Feature (linguistics); World Wide Web; Engineering drawing; Engineering; Linguistics","score_opus":0.12651333560449404,"score_gpt":0.2533419519562143,"score_spread":0.12682861635172024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901387167","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021047492,0.0005592951,0.23551841,0.0003645286,0.0034857336,0.007021175,0.0006868069,0.00095315,0.74930614],"genre_scores_gemma":[0.019083133,0.000006056732,0.016945222,0.0007403426,0.000322204,0.00015373527,0.000007804065,0.00013599923,0.9626055],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976482,0.00008643534,0.00042996544,0.00097456394,0.00033376785,0.000527114],"domain_scores_gemma":[0.9976002,0.00053507206,0.00022271929,0.0013421191,0.00013805047,0.00016183723],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004172819,0.0005202687,0.00050617795,0.00016583773,0.000095458796,0.00039111622,0.0015179621,0.000560968,0.00016876942],"category_scores_gemma":[0.00003295117,0.00049558474,0.00018968298,0.000011346622,0.00022798519,0.000073018506,0.00021210853,0.00034799927,0.00011142676],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015532377,0.0004862508,0.00026997898,0.001536351,0.0013825741,0.0009341537,0.029887274,0.0005045221,0.011171694,0.5154181,0.37512568,0.061730165],"study_design_scores_gemma":[0.00062145904,0.00037925295,0.0000049886844,0.00034422934,0.000039794795,0.000032914846,0.0000115715275,0.003431336,0.007003846,0.0381428,0.9490651,0.00092270935],"about_ca_topic_score_codex":0.00030394548,"about_ca_topic_score_gemma":0.0009909314,"teacher_disagreement_score":0.57393944,"about_ca_system_score_codex":0.00010971786,"about_ca_system_score_gemma":0.00021038928,"threshold_uncertainty_score":0.9997496},"labels":[],"label_agreement":null},{"id":"W2901673511","doi":"10.1007/978-1-4842-3823-3_19","title":"Importing Your Artwork","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer graphics (images); Graphics; Computer science; Graphics software","score_opus":0.04845876232973571,"score_gpt":0.2719814576977262,"score_spread":0.22352269536799046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901673511","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000061967776,0.00009081058,0.22410847,0.00012299625,0.00025187855,0.00028950197,0.000011566361,0.00033583696,0.7747827],"genre_scores_gemma":[0.0014004171,0.000010499593,0.008504516,0.0005344711,0.00075289584,0.00007051901,0.000019617954,0.00006465689,0.9886424],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981608,0.000014050724,0.00046698123,0.0006651313,0.00036781086,0.00032521706],"domain_scores_gemma":[0.9974991,0.0000624624,0.0004940911,0.0016860965,0.0001179613,0.0001402647],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021372917,0.0003052964,0.00028529525,0.00009863261,0.00021583104,0.00015503797,0.0015032861,0.00029740325,0.00010515324],"category_scores_gemma":[0.000010603535,0.00030871737,0.00015219771,0.0000150793785,0.00016271004,0.00007795439,0.0008254431,0.0003667857,0.0007184036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013390364,0.000006001897,9.635013e-7,0.00001782141,0.00006477858,0.000012376729,0.0003931198,0.000004193068,0.000072514165,0.9574648,0.013618101,0.02834396],"study_design_scores_gemma":[0.000094086834,0.00002327521,0.0000038964927,0.00013175732,0.000031271382,0.000020883695,0.0000031049956,0.0009336364,0.0004441397,0.21515678,0.78277963,0.000377504],"about_ca_topic_score_codex":0.000016939763,"about_ca_topic_score_gemma":0.00001400149,"teacher_disagreement_score":0.7691616,"about_ca_system_score_codex":0.00005500147,"about_ca_system_score_gemma":0.000095653115,"threshold_uncertainty_score":0.9999365},"labels":[],"label_agreement":null},{"id":"W2901769412","doi":"10.1007/978-1-4842-3823-3_7","title":"Tools for Video","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Animation; Computer graphics (images); Computer science; JPEG; Focus (optics); Computer facial animation; Non-linear editing system; Computer animation; Multimedia; Smacker video; Data compression; Artificial intelligence; Video processing; Video capture","score_opus":0.11889332899172611,"score_gpt":0.22244719188361145,"score_spread":0.10355386289188534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901769412","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000025759738,0.0008440431,0.00028328423,0.000023627988,0.003526109,0.000460339,0.0027567209,0.00005471344,0.9920254],"genre_scores_gemma":[0.00028011148,0.000042636846,0.00047362596,0.00038819146,0.00064331555,0.000071646726,0.000034892477,0.000063602296,0.998002],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983367,0.0000012979865,0.00058042404,0.0007335322,0.000027633236,0.0003204234],"domain_scores_gemma":[0.99873006,0.000106265456,0.00048339134,0.00055116304,0.000052525174,0.000076603166],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00031441485,0.00028532467,0.00064981537,0.00016803975,0.00017312562,0.00021790751,0.00038432065,0.00020422395,0.012575924],"category_scores_gemma":[0.00006134652,0.00033956213,0.0003258835,0.0000046185014,0.0002513992,0.00011659926,0.00019370778,0.000110081935,0.026558472],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010998709,0.0000030011722,0.0000024157832,0.000029061393,0.00014652479,9.23442e-7,0.00018662222,3.684659e-7,5.030639e-7,0.6465007,0.35188997,0.0012288985],"study_design_scores_gemma":[0.00026166125,0.00003085876,0.0000022117888,0.000030993513,0.000018781648,8.2896497e-7,0.00001932581,0.000019638363,0.00001890823,0.1967131,0.8025609,0.00032275164],"about_ca_topic_score_codex":0.000015963424,"about_ca_topic_score_gemma":0.000007746513,"teacher_disagreement_score":0.450671,"about_ca_system_score_codex":0.000074071875,"about_ca_system_score_gemma":0.000017882205,"threshold_uncertainty_score":0.99990565},"labels":[],"label_agreement":null},{"id":"W2901938998","doi":"10.1007/978-1-4842-3823-3_23","title":"Other Miscellaneous Items in Animate that You Can Use for Web Design","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science; World Wide Web; Information retrieval","score_opus":0.13158281022669382,"score_gpt":0.3174615540083515,"score_spread":0.1858787437816577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901938998","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001548685,0.00048423043,0.00028655655,0.00013796448,0.0012328681,0.00153674,0.00041724657,0.00007727564,0.99427843],"genre_scores_gemma":[0.013668515,0.000010844722,0.00078850746,0.00050916406,0.00053422543,0.000282585,0.000098549805,0.00014005702,0.98396754],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987045,0.000043967022,0.00029623648,0.0005224245,0.00013936206,0.00029354513],"domain_scores_gemma":[0.9987132,0.000301131,0.00024273613,0.0005799278,0.00008859993,0.00007441787],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018143556,0.00029618846,0.00028229784,0.00013245449,0.000046284134,0.000060478567,0.00026015408,0.00042499427,0.0018030028],"category_scores_gemma":[0.000011496351,0.00029173764,0.00010198958,0.0000045753654,0.000112347465,0.000009658775,0.000023353947,0.00017724924,0.00030203676],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009891506,0.0002009785,0.0004361576,0.00024044991,0.0006278762,0.000053498796,0.022152122,0.000010570315,0.0017969095,0.54924834,0.40035242,0.023891568],"study_design_scores_gemma":[0.00038286444,0.000099722005,0.00020603694,0.00010991524,0.000052359163,0.000017507393,0.000085874446,0.000016639164,0.00011783575,0.0148531515,0.9837145,0.00034354356],"about_ca_topic_score_codex":0.0004895723,"about_ca_topic_score_gemma":0.00070045574,"teacher_disagreement_score":0.58336216,"about_ca_system_score_codex":0.000060232825,"about_ca_system_score_gemma":0.000066486806,"threshold_uncertainty_score":0.99995345},"labels":[],"label_agreement":null},{"id":"W2907265441","doi":"10.1007/978-1-4842-4069-4_9","title":"Server-Side Rendering","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"JavaScript; Computer science; Scripting language; Upload; Blank; Rendering (computer graphics); Download; Server-side; Client-side; World Wide Web; Parsing; Operating system; Web page; Computer graphics (images); Programming language; Engineering","score_opus":0.06849082573106426,"score_gpt":0.3091291373833448,"score_spread":0.24063831165228056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2907265441","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006176952,0.00029936517,0.000018011258,0.00046541373,0.0004048473,0.00028381345,0.0000058284922,0.00031916308,0.99814177],"genre_scores_gemma":[0.030445173,0.00021913707,0.00027537046,0.00022475321,0.0001492509,0.000012698203,0.000010361812,0.00003829984,0.96862495],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989923,0.000041799045,0.0002045943,0.00024765832,0.00028166382,0.00023195801],"domain_scores_gemma":[0.99863535,0.00015394698,0.00017168009,0.0008963918,0.00006741576,0.00007523939],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022645152,0.00016486508,0.0002426117,0.00010621729,0.00022797925,0.00004057747,0.000864934,0.0005895481,0.0006246926],"category_scores_gemma":[0.000049250095,0.0001810915,0.00010320391,0.000006763509,0.00034475815,0.00003238476,0.00029719973,0.00047474017,0.00066314783],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002181444,0.0000022318202,0.0000048431125,0.000011713841,0.000027952854,0.0000024282565,0.0012188611,2.0508016e-7,0.000047174446,0.9669315,0.0009890638,0.030761799],"study_design_scores_gemma":[0.00010388683,0.0000068319036,0.0000069050134,0.00006853352,0.000016843263,6.5359825e-7,0.000083547755,0.000005637692,0.000079641315,0.035592865,0.9638375,0.00019714978],"about_ca_topic_score_codex":0.00059742643,"about_ca_topic_score_gemma":0.0021297946,"teacher_disagreement_score":0.9628484,"about_ca_system_score_codex":0.00007287718,"about_ca_system_score_gemma":0.00019203215,"threshold_uncertainty_score":0.8523645},"labels":[],"label_agreement":null},{"id":"W2912577640","doi":"10.1007/978-1-4842-3988-9_10","title":"Searching and Sorting","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Sorting; Computer science; Data structure; Sorting algorithm; Theoretical computer science; Linked list; Algorithm","score_opus":0.024667387864618435,"score_gpt":0.24505025491596594,"score_spread":0.2203828670513475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912577640","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000035021127,0.00033490002,0.04862431,0.00013577168,0.00009516295,0.00021044195,0.0000046391415,0.00011228869,0.95044744],"genre_scores_gemma":[0.0056147515,0.000027427704,0.024071619,0.00018323156,0.0001807442,0.000015561714,0.0000058552355,0.000028291648,0.96987253],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99909496,0.0000074092027,0.00016541005,0.00038741244,0.00018147356,0.00016334506],"domain_scores_gemma":[0.9991675,0.00011390064,0.000108622124,0.0005055552,0.000037825244,0.000066601286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000102156846,0.0001486523,0.00015017406,0.00006289717,0.00015934935,0.0001082757,0.00045350112,0.00010418246,0.000008256928],"category_scores_gemma":[0.0000044138624,0.0001473775,0.00004928134,0.000005273914,0.000057762227,0.000082459665,0.0005221497,0.0002707988,0.00007840108],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.5409048e-7,0.000001398076,0.000002000487,0.000015612804,0.000010934955,0.0000024359156,0.00009471112,0.000004492211,0.000062198145,0.92230517,0.00014699988,0.07735383],"study_design_scores_gemma":[0.00016705929,0.000031661966,0.0000853418,0.00017827407,0.000016333403,0.00004166745,0.000004106022,0.01343941,0.000104458144,0.38972852,0.5957457,0.00045750567],"about_ca_topic_score_codex":0.000015849737,"about_ca_topic_score_gemma":0.0000022178392,"teacher_disagreement_score":0.5955987,"about_ca_system_score_codex":0.000014610154,"about_ca_system_score_gemma":0.00006488073,"threshold_uncertainty_score":0.60098803},"labels":[],"label_agreement":null},{"id":"W2912648573","doi":"10.1007/978-1-4842-3988-9_12","title":"Stacks and Queues","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Data Mining and Machine Learning Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Queue; Computer science; Distributed computing; Theoretical computer science; Data structure; Programming language","score_opus":0.01469525053696328,"score_gpt":0.23386014326234902,"score_spread":0.21916489272538575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912648573","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000022126746,0.0003159693,0.02094672,0.00014481797,0.00015157249,0.00017173699,0.000034373898,0.0002665068,0.97794616],"genre_scores_gemma":[0.0024985913,0.000032723798,0.006862311,0.0002963581,0.000084454194,0.000013944803,0.000031597905,0.00003419277,0.9901458],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989927,0.000012211469,0.00015809076,0.00050972373,0.0001680241,0.00015926347],"domain_scores_gemma":[0.99860865,0.00010119369,0.00013079046,0.0010439716,0.000039538914,0.000075868484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000107958585,0.0002081135,0.00021600295,0.000084174455,0.000091600035,0.00019176886,0.00073734333,0.00015500226,0.000013751794],"category_scores_gemma":[0.000009076187,0.00019945858,0.000044408473,0.0000051635166,0.00007026784,0.000074834425,0.00059556164,0.00034673116,0.0002540027],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.3267776e-7,0.0000018064674,0.000002900265,0.000021084918,0.000021148266,0.0000025987542,0.00018413435,0.0000017041381,0.000021954525,0.88496125,0.004706355,0.11007426],"study_design_scores_gemma":[0.00009840269,0.000034164055,0.000017697088,0.000080327256,0.000017562574,0.000012722897,0.0000016608184,0.0007262902,0.000039630377,0.025206983,0.97350806,0.00025648501],"about_ca_topic_score_codex":0.000046517158,"about_ca_topic_score_gemma":0.0000068760137,"teacher_disagreement_score":0.96880174,"about_ca_system_score_codex":0.000010767597,"about_ca_system_score_gemma":0.000067158624,"threshold_uncertainty_score":0.8133685},"labels":[],"label_agreement":null},{"id":"W2913223966","doi":"10.1007/978-1-4842-3988-9_7","title":"JavaScript Memory Management","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"JavaScript; Computer science; Programmer; Unobtrusive JavaScript; Garbage collection; Programming language; Operating system; Memory management; Key (lock); Memory leak; Database; Rich Internet application; Garbage","score_opus":0.018648250889912763,"score_gpt":0.20592318031169485,"score_spread":0.1872749294217821,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913223966","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000003011589,0.00049138896,0.07901593,0.000032488133,0.0024838503,0.000511778,0.00001783858,0.00039198823,0.91705173],"genre_scores_gemma":[0.004664655,0.000011690673,0.0024898543,0.000344239,0.00026625884,0.000013245266,0.000026758764,0.00005034263,0.99213296],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99776894,0.000030820695,0.00042283034,0.0008226494,0.0005568536,0.0003978847],"domain_scores_gemma":[0.9976343,0.000050794493,0.00027240568,0.0018468284,0.000076251876,0.00011940693],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00022899451,0.00044473313,0.00047511922,0.00015916613,0.00010059524,0.00028482327,0.0021926975,0.00027125355,0.00003752194],"category_scores_gemma":[0.0000016824788,0.0004359415,0.00024725718,0.00001314197,0.000049752707,0.000074117765,0.0010248396,0.00033680003,0.0016480626],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028198938,0.0000061500655,6.021485e-7,0.00020094306,0.00018070819,0.00010537783,0.00015400391,0.00008267479,0.000004829008,0.9165835,0.038034126,0.044644296],"study_design_scores_gemma":[0.00029197082,0.000037188413,0.0000050177673,0.00043537727,0.000038981885,0.000026394433,0.0000031958025,0.0013862902,0.000026533777,0.016193055,0.9810085,0.00054746773],"about_ca_topic_score_codex":0.00001495984,"about_ca_topic_score_gemma":0.0000016686212,"teacher_disagreement_score":0.9429744,"about_ca_system_score_codex":0.00005792164,"about_ca_system_score_gemma":0.0000659488,"threshold_uncertainty_score":0.99980927},"labels":[],"label_agreement":null},{"id":"W2946549375","doi":"10.1007/978-1-4842-4533-0_22","title":"Game Project: Memory","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Regional Municipality of Niagara","funders":"","keywords":"Row; Set (abstract data type); Computer science; Operating system; Embedded system; Computer hardware; Programming language","score_opus":0.029427079047374093,"score_gpt":0.25273288855666215,"score_spread":0.22330580950928805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946549375","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000015090112,0.00019757276,0.24845725,0.000021975982,0.00033487217,0.0003880198,0.000004227971,0.0009099932,0.7496846],"genre_scores_gemma":[0.00071647513,0.000028976005,0.03866015,0.0004469803,0.00015603214,0.00001622722,0.00001127439,0.00005431488,0.95990956],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983733,0.000026932112,0.00031847428,0.0006548945,0.00035364818,0.00027269195],"domain_scores_gemma":[0.9981792,0.00007241967,0.00026568366,0.0012957099,0.00012611468,0.00006088442],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016271746,0.00034938788,0.00037385395,0.00023572441,0.000066755754,0.00018037822,0.0015133109,0.00033551952,0.000017256792],"category_scores_gemma":[0.0000070150318,0.00034041647,0.00015959624,0.000014334803,0.00006610216,0.000089081936,0.00068392616,0.00039179449,0.00023246354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005235541,0.000009471369,0.0000010500482,0.00009712662,0.00006171944,0.000029961244,0.0005089129,0.00023281094,0.000019838055,0.92077255,0.021996703,0.0562646],"study_design_scores_gemma":[0.0002779821,0.000108595865,0.0000014912582,0.00042193642,0.000024823576,0.00005246572,0.0000013184548,0.017933419,0.0009433329,0.045460314,0.9338739,0.0009004255],"about_ca_topic_score_codex":0.000018013729,"about_ca_topic_score_gemma":0.000001365444,"teacher_disagreement_score":0.9118772,"about_ca_system_score_codex":0.000040692175,"about_ca_system_score_gemma":0.00024003873,"threshold_uncertainty_score":0.9999048},"labels":[],"label_agreement":null},{"id":"W2981567298","doi":"10.1007/978-1-4842-5197-3_10","title":"Time Range Calculations","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Forecasting Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Window (computing); Quarter (Canadian coin); Range (aeronautics); Computer science; Database; Sql server; Period (music); SQL; World Wide Web; Geography; Engineering; Physics; Archaeology","score_opus":0.15381341687798072,"score_gpt":0.36050265296736533,"score_spread":0.2066892360893846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981567298","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00005617992,0.000067845984,0.0018909392,0.00015277634,0.00011954502,0.000567924,0.00018128907,0.00022045123,0.996743],"genre_scores_gemma":[0.0027368253,0.0000027530534,0.0020856208,0.00018287038,0.00016641911,0.00003602376,0.000030342162,0.0000562235,0.99470294],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977106,0.000020892096,0.0005833484,0.00060513406,0.0008797894,0.00020027858],"domain_scores_gemma":[0.9971138,0.0005994795,0.000380242,0.0015334339,0.00027737455,0.000095675474],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00053994724,0.0002584212,0.00040621893,0.00022931257,0.00015889153,0.00015715118,0.0009972688,0.0003379648,0.0023573933],"category_scores_gemma":[0.000121450874,0.00020774348,0.00027597905,0.000024114232,0.00020425303,0.00004571878,0.0003088528,0.00029721038,0.009546377],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000054676784,0.000006044823,0.0000044222493,0.000005121793,0.0000234723,0.0000032553287,0.00007859536,0.000018709754,0.00009586003,0.82259434,0.14208806,0.035076648],"study_design_scores_gemma":[0.000063443535,0.000015842568,0.000011137944,0.0000454873,0.000024106992,0.000005464248,0.0000014300775,0.00071716856,0.00004368504,0.20236728,0.7964981,0.00020683947],"about_ca_topic_score_codex":0.000017446084,"about_ca_topic_score_gemma":0.000010492202,"teacher_disagreement_score":0.65441006,"about_ca_system_score_codex":0.000031119234,"about_ca_system_score_gemma":0.00008763472,"threshold_uncertainty_score":0.9985546},"labels":[],"label_agreement":null},{"id":"W2994627503","doi":"10.1007/978-1-4842-5328-1_9","title":"Working with Semistructured Data","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Burnaby Hospital","funders":"","keywords":"Face (sociological concept); Data science; Computer science; Sociology","score_opus":0.15387184289125855,"score_gpt":0.26314169981026075,"score_spread":0.1092698569190022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994627503","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000043749977,0.00031053505,0.00053554255,0.000060254344,0.001058222,0.00037013882,0.00006869213,0.0001852404,0.9973676],"genre_scores_gemma":[0.024609976,0.000021306225,0.00030508553,0.0012274465,0.0036818595,0.0000074874797,0.0022410895,0.00020889855,0.96769685],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979185,0.0000020020889,0.00031940115,0.0009221548,0.00049176515,0.00034617624],"domain_scores_gemma":[0.99692464,0.000037196187,0.00047203558,0.00239885,0.000151941,0.000015364554],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00013069797,0.00053125445,0.00046242698,0.00017570336,0.0001395251,0.00057050935,0.0019947486,0.00033906312,0.0010250648],"category_scores_gemma":[0.00001758741,0.00042312645,0.00006023386,0.000027130365,0.00016334174,0.00049532636,0.0016123325,0.00047805044,0.0008019999],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002717107,0.000017780327,0.0004416215,0.001453287,0.0004627153,0.00015144717,0.000030153611,0.000032572865,0.00019353331,0.7316962,0.09939821,0.1658508],"study_design_scores_gemma":[0.00017659155,0.0000034226732,0.000022064769,0.00086504803,0.0002308093,0.000011042049,0.000004720789,0.00024194433,0.000034543755,0.0066557485,0.99112165,0.00063243206],"about_ca_topic_score_codex":0.00013230718,"about_ca_topic_score_gemma":0.00020745285,"teacher_disagreement_score":0.8917234,"about_ca_system_score_codex":0.000018275145,"about_ca_system_score_gemma":0.00006802391,"threshold_uncertainty_score":0.999976},"labels":[],"label_agreement":null},{"id":"W2996285598","doi":"10.1007/978-1-4842-5328-1_10","title":"Secure Data Sharing","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Burnaby Hospital","funders":"","keywords":"Computer science; Data sharing; Computer security; Medicine","score_opus":0.1964996546095448,"score_gpt":0.299481612942266,"score_spread":0.1029819583327212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2996285598","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000028390656,0.00043677245,0.00040313794,0.00009398151,0.0014857828,0.00038350569,0.0001884407,0.00022204204,0.9967579],"genre_scores_gemma":[0.0044453116,0.000039987135,0.000102846854,0.0016809931,0.004320134,0.000007700142,0.0023999575,0.00019043812,0.98681265],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99756724,0.0000013875482,0.00040995085,0.0011924688,0.00045553152,0.00037342307],"domain_scores_gemma":[0.99610406,0.000032276424,0.00041687302,0.0032603857,0.0001703637,0.00001605913],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00023895614,0.00051032164,0.00046348025,0.0002476763,0.00013913024,0.00069055584,0.0036048705,0.00041734023,0.0022264712],"category_scores_gemma":[0.000036447505,0.00047718175,0.00009961582,0.000022464483,0.000108866894,0.00094479567,0.0051712533,0.0005407127,0.0052689277],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025321979,0.000009770966,0.00007505138,0.0008689382,0.00010743582,0.000033660635,0.000011194683,0.000003647077,0.000043668842,0.8818916,0.083585426,0.033344246],"study_design_scores_gemma":[0.00011697708,0.0000021982137,0.000014875919,0.0005591546,0.00017468932,0.000004318406,0.0000040355776,0.00076802005,0.000019366984,0.027350456,0.9703899,0.0005960251],"about_ca_topic_score_codex":0.00024987245,"about_ca_topic_score_gemma":0.00013134295,"teacher_disagreement_score":0.88680446,"about_ca_system_score_codex":0.000018920484,"about_ca_system_score_gemma":0.000046085497,"threshold_uncertainty_score":0.99976796},"labels":[],"label_agreement":null},{"id":"W3076128072","doi":"10.1007/978-1-4842-6044-9_15","title":".Net 5 and Entity Framework","year":2020,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Net (polyhedron); Quarter (Canadian coin); Computer science; Operations research; History; Engineering; Archaeology; Mathematics","score_opus":0.023374271073187337,"score_gpt":0.22173467375683809,"score_spread":0.19836040268365074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3076128072","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000012402155,0.00061701273,0.26527226,0.0001238519,0.00072062353,0.00018882344,0.000032474723,0.00030515317,0.7327274],"genre_scores_gemma":[0.17759167,0.000049585622,0.026112968,0.0017703372,0.0016980305,0.000022391669,0.000058712492,0.00011341014,0.79258287],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984958,0.000028398537,0.00028609796,0.0006528416,0.0003095864,0.00022726721],"domain_scores_gemma":[0.9987233,0.00012920663,0.00019077194,0.00071931485,0.000052091746,0.00018528603],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000112588816,0.0003159439,0.00039819418,0.000052348096,0.0001164831,0.00036987456,0.0010087796,0.0003441217,0.000014844672],"category_scores_gemma":[0.000017737935,0.0003149745,0.000108167435,0.000011879804,0.00007932322,0.000056529305,0.0007785754,0.000519542,0.00014959283],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022444474,0.0000023959828,0.000004698526,0.00007654209,0.000053267147,0.000047943966,0.00032201357,0.000005136024,0.0000044718035,0.98350704,0.0045766886,0.011397535],"study_design_scores_gemma":[0.00010845893,0.000046970745,0.000011663172,0.00034766618,0.000021229602,0.000024289648,0.0000012460065,0.0016752667,0.000017037737,0.20738542,0.78995264,0.00040809345],"about_ca_topic_score_codex":0.000015993071,"about_ca_topic_score_gemma":0.0000022952045,"teacher_disagreement_score":0.78537595,"about_ca_system_score_codex":0.000016302132,"about_ca_system_score_gemma":0.00005251646,"threshold_uncertainty_score":0.99993026},"labels":[],"label_agreement":null},{"id":"W3096394074","doi":"10.1007/978-1-4842-5931-3_1","title":"SQL Server Rises to the Clouds","year":2020,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sql server; Business Intelligence Markup Language; Operating system; Computer science; Microsoft Office Live Meeting; Data Transformation Services; Internet Authentication Service; Log shipping; Database; World Wide Web; Microsoft Visual Studio; Application server; Software; Query by Example","score_opus":0.026770481302177476,"score_gpt":0.21973830258278998,"score_spread":0.19296782128061252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3096394074","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000097741235,0.00028773787,0.011223824,0.00425834,0.0009548699,0.0005160915,0.0000056034464,0.00044977965,0.982206],"genre_scores_gemma":[0.018323641,0.0000034700736,0.0014496662,0.0069426266,0.0011264556,0.000026442622,0.0000020100022,0.000063288266,0.9720624],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99803364,0.00003874562,0.00030329713,0.0007471127,0.00055985915,0.0003173516],"domain_scores_gemma":[0.99793994,0.00010362431,0.00015278198,0.0015611015,0.00005930344,0.00018325353],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020089852,0.00037719347,0.00032165245,0.00007158781,0.0002579276,0.0003180585,0.0029293355,0.00014308843,0.000021627327],"category_scores_gemma":[0.000012746083,0.00026560843,0.00022821112,0.000027350563,0.000059556784,0.0000073730625,0.0030790812,0.000442508,0.0007856985],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007351392,0.000007167507,9.0115225e-7,0.0000583231,0.00015604726,0.000085167754,0.001385107,0.0012344338,0.0000067651777,0.82766855,0.071460284,0.0979299],"study_design_scores_gemma":[0.00010565664,0.00006448726,0.000012321077,0.00012712706,0.000037473466,0.000006374643,0.000005943811,0.0028932223,0.000047470763,0.011469583,0.9848654,0.00036490487],"about_ca_topic_score_codex":0.000036786267,"about_ca_topic_score_gemma":0.000013803962,"teacher_disagreement_score":0.9134051,"about_ca_system_score_codex":0.000036519406,"about_ca_system_score_gemma":0.000038365186,"threshold_uncertainty_score":0.9999923},"labels":[],"label_agreement":null},{"id":"W3166469801","doi":"10.1007/978-1-4842-5970-2_10","title":"A Database-Driven Menu System","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Selkirk College","funders":"","keywords":"JavaScript; Scripting language; Perl; Computer science; World Wide Web; Feature (linguistics); Database; Programming language","score_opus":0.031202505817346116,"score_gpt":0.24343315897993267,"score_spread":0.21223065316258655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3166469801","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000023768284,0.00017550595,0.21845466,0.00007676465,0.00023830168,0.00021972362,0.000081695405,0.0002045048,0.7805465],"genre_scores_gemma":[0.012592336,0.000013100093,0.03489985,0.00041635477,0.0006541119,0.00014663236,0.00035859042,0.00008521807,0.9508338],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99857605,0.00001776653,0.00026418126,0.00059637276,0.00037857823,0.00016703014],"domain_scores_gemma":[0.99818385,0.0001215508,0.00018382049,0.001229098,0.00017361947,0.00010808615],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006319681,0.00024251582,0.00027078873,0.00007280043,0.00013847543,0.00019852394,0.0009344696,0.00010482274,0.000017564074],"category_scores_gemma":[0.0000018978528,0.00026001091,0.0001438258,0.000018681427,0.00003968984,0.00006911194,0.00073283643,0.00023703059,0.00020160558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.422787e-7,0.000005039511,6.6959984e-8,0.000053358595,0.00004845247,0.000023963092,0.00005952823,0.00003729867,0.00020308861,0.98895466,0.0021710994,0.008442889],"study_design_scores_gemma":[0.00016176014,0.00001383964,0.0000019847612,0.00038227643,0.00004400481,0.000036106347,0.0000035519784,0.02209087,0.00025136204,0.063702725,0.9128292,0.0004822987],"about_ca_topic_score_codex":0.000015020847,"about_ca_topic_score_gemma":0.000006331708,"teacher_disagreement_score":0.92525196,"about_ca_system_score_codex":0.00005518043,"about_ca_system_score_gemma":0.00017422016,"threshold_uncertainty_score":0.9999852},"labels":[],"label_agreement":null},{"id":"W3169273862","doi":"10.1007/978-1-4842-5970-2_4","title":"Nuts and Bolts","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Selkirk College","funders":"","keywords":"Nuts and bolts; Computer science; World Wide Web; Engineering; Structural engineering","score_opus":0.041576098364311344,"score_gpt":0.3051669429037881,"score_spread":0.26359084453947673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3169273862","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003920975,0.0039256453,0.000022500708,0.00022009871,0.0008026677,0.00015579289,0.000030653366,0.000033544802,0.994417],"genre_scores_gemma":[0.00971623,0.000059181457,0.000107900705,0.00046199464,0.00046866777,0.000040345003,0.00009681093,0.00004479804,0.9890041],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991807,0.000016002377,0.00018204519,0.00037794435,0.00011577448,0.0001275393],"domain_scores_gemma":[0.9992491,0.000073766576,0.000113895956,0.0004215691,0.000071548326,0.00007013362],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005468126,0.00017130592,0.00018453394,0.000052043524,0.000041995052,0.000032791002,0.00010308897,0.00027709932,0.0016313455],"category_scores_gemma":[0.0000054006196,0.00017888816,0.00005968115,0.000002971488,0.00008552364,0.00001063706,0.00004705756,0.00021234974,0.00022229826],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007243643,0.000009724558,0.000011319581,0.000021852004,0.00008477026,0.000010709189,0.0009824081,3.1113387e-8,0.000047105692,0.93395984,0.013044454,0.051820554],"study_design_scores_gemma":[0.00013261165,0.00001643859,0.001030735,0.00007599905,0.000050081584,0.000026336907,0.00006105944,3.400168e-7,0.000032258326,0.020141482,0.97824407,0.00018859145],"about_ca_topic_score_codex":0.000030397641,"about_ca_topic_score_gemma":0.000011077984,"teacher_disagreement_score":0.9651996,"about_ca_system_score_codex":0.000014446721,"about_ca_system_score_gemma":0.000037225374,"threshold_uncertainty_score":0.9992813},"labels":[],"label_agreement":null},{"id":"W3184952526","doi":"10.1007/978-1-4842-7092-9_6","title":"Residual Network GANs","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Adversarial Robustness in Machine Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Adversarial system; Generator (circuit theory); Residual; Generative grammar; Computer science; Key (lock); Generative adversarial network; Artificial intelligence; Computer security; Algorithm; Deep learning; Physics; Power (physics)","score_opus":0.020893649371232007,"score_gpt":0.2342891720675915,"score_spread":0.2133955226963595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3184952526","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000028273607,0.0006261882,0.19223695,0.00014808326,0.0014383931,0.00016961797,0.000004104105,0.00035491676,0.8050189],"genre_scores_gemma":[0.0007474244,0.000021827844,0.037779298,0.0006068681,0.0023091459,0.000014277685,0.000023361476,0.000109579116,0.9583882],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973986,0.00006200275,0.00042579885,0.0009552071,0.00062260963,0.0005357485],"domain_scores_gemma":[0.9974858,0.00027831394,0.0003205123,0.0016314153,0.00013390495,0.00015002141],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00030396026,0.0004885898,0.0005470907,0.00009695436,0.00028297925,0.00028491925,0.0018459174,0.0004888232,0.0001774773],"category_scores_gemma":[0.000049453483,0.00052380684,0.00020966357,0.000024015344,0.0001272799,0.00012581969,0.0018094245,0.0011977225,0.00013355579],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004822729,0.0000028216853,0.0000034567677,0.000026503145,0.000090309804,0.0003282066,0.00019476257,0.0037513275,0.000011286376,0.96752006,0.0074638673,0.020602604],"study_design_scores_gemma":[0.00032095017,0.00004579017,0.000012294643,0.00047084774,0.000076589364,0.000062911284,0.0000042530824,0.0031303237,0.00010960635,0.10327583,0.8915511,0.00093951833],"about_ca_topic_score_codex":0.00002180386,"about_ca_topic_score_gemma":0.000023609828,"teacher_disagreement_score":0.8840872,"about_ca_system_score_codex":0.00006634525,"about_ca_system_score_gemma":0.00022839877,"threshold_uncertainty_score":0.99972135},"labels":[],"label_agreement":null},{"id":"W3190251757","doi":"10.1007/978-1-4842-7074-5_3","title":"Building a Real-Time Group Chat App","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Penticton Regional Hospital","funders":"","keywords":"Group (periodic table); Computer science; Physics","score_opus":0.0158862718375097,"score_gpt":0.24449050676029727,"score_spread":0.22860423492278756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3190251757","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000086004926,0.0002896995,0.038267158,0.00010226907,0.0012089607,0.0003561213,0.000003459188,0.0005623219,0.959124],"genre_scores_gemma":[0.00065403915,0.000047223613,0.057039894,0.00021563684,0.0007383244,0.00009276991,0.00002588769,0.00009961503,0.9410866],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99771595,0.000060940227,0.00036630066,0.0009728183,0.0005070807,0.000376887],"domain_scores_gemma":[0.99756145,0.00019941805,0.00033889085,0.0016276792,0.00012531063,0.00014726772],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026042736,0.00040081222,0.00042238904,0.00018796802,0.00015395421,0.00034653326,0.0013773022,0.0003805111,0.00019979302],"category_scores_gemma":[0.00002773257,0.0004441534,0.00018514975,0.000022419865,0.00008332714,0.00014038694,0.0007649336,0.0005516529,0.00035548102],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018825872,0.000011142409,0.0000010964051,0.00005746845,0.000052564043,0.00004445051,0.00045801976,0.000016611357,0.002266355,0.8948829,0.002495686,0.09971179],"study_design_scores_gemma":[0.0001973939,0.00006643326,0.000023085857,0.00072126405,0.00004934211,0.000074897645,0.000004529343,0.0018848975,0.0009512075,0.04769833,0.94748706,0.00084154087],"about_ca_topic_score_codex":0.000054722022,"about_ca_topic_score_gemma":0.000003883683,"teacher_disagreement_score":0.9449914,"about_ca_system_score_codex":0.0001251003,"about_ca_system_score_gemma":0.0001513633,"threshold_uncertainty_score":0.99980104},"labels":[],"label_agreement":null},{"id":"W3199300008","doi":"10.1007/978-1-4842-7252-7_8","title":"Build Automated Pipeline","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Pipeline (software); Computer science; Software engineering; Software; Reading (process); Programming language","score_opus":0.016285270893550224,"score_gpt":0.23925199739848796,"score_spread":0.22296672650493773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199300008","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000057070323,0.0010764252,0.02139136,0.000109830115,0.0018977629,0.0003793647,0.000018211937,0.0026713896,0.9723986],"genre_scores_gemma":[0.0058983197,0.000040289146,0.005018338,0.00042559727,0.00043304003,0.0000310335,0.000028706696,0.00005944926,0.98806524],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977977,0.000031845837,0.0005324111,0.00080084655,0.00049547246,0.0003417142],"domain_scores_gemma":[0.9974063,0.000099702906,0.00024023456,0.0018503958,0.0002638414,0.00013949796],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002432116,0.00041207828,0.00054567645,0.00011702265,0.0001356406,0.00017404229,0.0012086967,0.0005035896,0.000080515354],"category_scores_gemma":[0.000022361615,0.00035827822,0.00025086646,0.000022170516,0.00009910009,0.00011672763,0.00070389087,0.000436672,0.0003239678],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019728153,0.00006506369,0.00006295109,0.0010708765,0.0003465082,0.0005597993,0.00092878693,0.00008225586,0.0003033347,0.7044934,0.100446835,0.19162045],"study_design_scores_gemma":[0.00035975684,0.000047537487,0.000028034277,0.000702799,0.00004390739,0.00009571686,0.0000025072966,0.010909867,0.0013537835,0.007315523,0.97835314,0.0007874055],"about_ca_topic_score_codex":0.000031559855,"about_ca_topic_score_gemma":0.000008958466,"teacher_disagreement_score":0.8779063,"about_ca_system_score_codex":0.00006744981,"about_ca_system_score_gemma":0.00022920148,"threshold_uncertainty_score":0.99988693},"labels":[],"label_agreement":null},{"id":"W3200002723","doi":"10.1007/978-1-4842-7252-7_10","title":"Cloud Native Operations","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Cloud computing; Provisioning; Computer science; Pipeline (software); Code (set theory); Reading (process); Line (geometry); Computer security; Telecommunications; Operating system; Programming language; Political science","score_opus":0.0239249342840196,"score_gpt":0.23224291922380538,"score_spread":0.2083179849397858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200002723","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00004537556,0.00036833307,0.02726084,0.0003617498,0.0010149487,0.00022503968,0.0000054719985,0.00026845533,0.9704498],"genre_scores_gemma":[0.006477873,0.000003835008,0.0034654601,0.0007853685,0.0005789302,0.000016623113,0.0000061500887,0.000036388476,0.9886294],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983235,0.00003658032,0.0002849049,0.00066143536,0.00039766327,0.0002959433],"domain_scores_gemma":[0.9985101,0.00007792168,0.000092182716,0.0010602401,0.00014583796,0.00011371667],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001318017,0.00030659835,0.0003027108,0.00011697657,0.00025495948,0.0003203762,0.0011255777,0.00017553435,0.000040374045],"category_scores_gemma":[0.000011183696,0.00029316207,0.00018691133,0.000017830092,0.000073428026,0.000010418796,0.001443246,0.0003912576,0.000095218355],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.961035e-7,0.0000074169952,8.176636e-8,0.000017875062,0.000096579504,0.00009289978,0.00036103863,0.00068382855,0.000008609715,0.97442764,0.0024672677,0.021835947],"study_design_scores_gemma":[0.00022880544,0.00006206805,0.0000012859772,0.00031378894,0.00004721826,0.000034478042,0.000022485467,0.015830683,0.00037251948,0.023132933,0.95934284,0.0006109062],"about_ca_topic_score_codex":0.000025042096,"about_ca_topic_score_gemma":0.000020491114,"teacher_disagreement_score":0.95687556,"about_ca_system_score_codex":0.0000665604,"about_ca_system_score_gemma":0.00008873356,"threshold_uncertainty_score":0.9999521},"labels":[],"label_agreement":null},{"id":"W3202871465","doi":"10.1007/978-1-4842-6781-3","title":"Arduino Measurements in Science","year":2021,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University at Buffalo; Brock University; University of Waterloo","keywords":"Arduino; Microcontroller; Operating system; Computer science; Embedded system; Software engineering; Computer hardware","score_opus":0.026642727962940736,"score_gpt":0.2693203134080811,"score_spread":0.24267758544514037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202871465","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00038541382,0.00021910982,0.00003059975,0.000006130925,0.00019754912,0.000163372,0.000019585143,0.000013991316,0.99896425],"genre_scores_gemma":[0.51255417,7.5389636e-7,0.00005429603,0.00004307087,0.00030927465,0.000054703993,0.000023723907,0.000027057578,0.48693293],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9985992,0.000018931689,0.00020653449,0.0004246237,0.00042079212,0.0003299637],"domain_scores_gemma":[0.9994177,0.000027739405,0.00007469545,0.0003158776,0.000087052664,0.00007691762],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011777394,0.00024258706,0.00032401743,0.000063688836,0.00013285558,0.00006525773,0.00032614186,0.000042143507,0.0001560038],"category_scores_gemma":[0.0000027095239,0.0002276106,0.000109724315,0.0000331396,0.000630474,0.000041730644,0.00041361776,0.0002633884,0.000054124986],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004284833,0.000053437354,0.0001944903,0.000016025779,0.00006186499,0.0000023254636,0.00032642117,9.78702e-7,0.003258044,0.99290144,0.000784942,0.0023957517],"study_design_scores_gemma":[0.00031722526,0.000017647677,0.000018507808,0.00029228724,0.000027099833,1.614396e-7,0.000086529144,0.000002648504,0.04707019,0.94116133,0.010649166,0.00035722493],"about_ca_topic_score_codex":0.00004710379,"about_ca_topic_score_gemma":0.0000021114151,"teacher_disagreement_score":0.51216877,"about_ca_system_score_codex":0.00009619797,"about_ca_system_score_gemma":0.0002792262,"threshold_uncertainty_score":0.9281691},"labels":[],"label_agreement":null},{"id":"W3212628725","doi":"10.1007/978-1-4842-7416-3_9","title":"Development Methodologies and Framework","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Robotic Process Automation Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Emmanuel Bible College","funders":"","keywords":"Foundation (evidence); Work (physics); Management science; Series (stratigraphy); Computer science; Engineering ethics; Operations research; Engineering; Political science; Geology; Mechanical engineering; Law","score_opus":0.06705377328673055,"score_gpt":0.27820421639048265,"score_spread":0.21115044310375208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212628725","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000014120784,0.0018398676,0.2609419,0.000018893556,0.00013085532,0.00015840455,0.0000053595577,0.0005856323,0.73630494],"genre_scores_gemma":[0.00066929305,0.00018718513,0.7125294,0.000092010014,0.00008061105,0.00015971197,0.000026676185,0.00010612046,0.28614897],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992617,0.0000059121985,0.00024806068,0.00022313968,0.00012962546,0.00013158047],"domain_scores_gemma":[0.9993542,0.00018421793,0.000052195104,0.00031380964,0.000041084444,0.000054497512],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007798041,0.00022375258,0.00026243465,0.00006496371,0.00005956499,0.000055272154,0.00014759047,0.0003134694,0.000099465295],"category_scores_gemma":[0.000030654664,0.00024200378,0.00003173802,0.0000066463563,0.000052556847,0.0000193896,0.000111388574,0.0002939605,0.0000448741],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.1821705e-7,0.0000011701977,3.9419555e-7,0.00031006293,0.00016655147,0.0000056743543,0.0005903308,0.00054073945,0.00023884601,0.8119403,0.0005983562,0.18560687],"study_design_scores_gemma":[0.00007628653,0.0000027396754,0.00003428202,0.00044502248,0.00006077234,0.000014478364,0.000029311785,0.0005925387,0.005134556,0.115242906,0.8778013,0.0005658207],"about_ca_topic_score_codex":4.4243288e-7,"about_ca_topic_score_gemma":0.0000020089456,"teacher_disagreement_score":0.8772029,"about_ca_system_score_codex":0.000036861577,"about_ca_system_score_gemma":0.000037195834,"threshold_uncertainty_score":0.9868628},"labels":[],"label_agreement":null},{"id":"W4200151677","doi":"10.1007/978-1-4842-7416-3_2","title":"Initial Preparation","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Robotic Process Automation Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Emmanuel Bible College","funders":"","keywords":"Business; Management; Economics","score_opus":0.022437053388885967,"score_gpt":0.25607644685467174,"score_spread":0.23363939346578577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200151677","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000008941243,0.00034179338,0.024215655,0.000013937599,0.00022767439,0.00024846673,0.000025937827,0.0007104283,0.97420716],"genre_scores_gemma":[0.021108827,0.00004170644,0.002433068,0.00008597218,0.00038785036,0.00022941368,0.00026594277,0.00015854993,0.9752887],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992055,0.0000038707144,0.0002783736,0.00021044149,0.00017939303,0.00012241618],"domain_scores_gemma":[0.999359,0.000030367397,0.00006290484,0.00041651187,0.000075821685,0.00005540433],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000030262983,0.00021279135,0.00020516355,0.00007156649,0.000048001937,0.00006252161,0.00015676153,0.0002532925,0.00037330604],"category_scores_gemma":[0.0000059570493,0.00025842478,0.000068832145,0.0000072761786,0.000034136756,0.000043577507,0.00004300565,0.00021454148,0.00029703445],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034502498,0.0000058972632,1.2629447e-7,0.0003147017,0.00018454579,0.000013493414,0.0003316689,0.008844418,0.00087438064,0.9401906,0.013417435,0.035819285],"study_design_scores_gemma":[0.00019904309,0.000011311742,0.000003222572,0.00021225963,0.00010073941,0.000020889667,0.0000047699946,0.01487869,0.0071317507,0.025242222,0.9515965,0.00059860357],"about_ca_topic_score_codex":0.0000010667733,"about_ca_topic_score_gemma":0.00000742162,"teacher_disagreement_score":0.9381791,"about_ca_system_score_codex":0.000052152624,"about_ca_system_score_gemma":0.000045358018,"threshold_uncertainty_score":0.99998677},"labels":[],"label_agreement":null},{"id":"W4200195020","doi":"10.1007/978-1-4842-7358-6_3","title":"RESTful APIs","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Regional Municipality of Niagara","funders":"","keywords":"Computer science; Layer (electronics); Point (geometry); Network layer; Application layer; OSI model; World Wide Web; Multimedia; Computer network; Programming language; Mathematics; Software","score_opus":0.019867327686872306,"score_gpt":0.2206460626203283,"score_spread":0.200778734933456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200195020","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00005470913,0.0011689257,0.01081853,0.00009121704,0.0016134352,0.00027897078,0.0000089425275,0.00041998885,0.9855453],"genre_scores_gemma":[0.0033883378,0.000056143974,0.003221196,0.00034371318,0.0004270554,0.00003134769,0.000010863919,0.000045784214,0.99247557],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99798954,0.000029158704,0.0004139833,0.000775083,0.00048311715,0.0003091195],"domain_scores_gemma":[0.9973665,0.000106608866,0.00019396971,0.002016662,0.00018763685,0.0001286634],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022372442,0.00035181135,0.0004594974,0.00009883798,0.0001369287,0.00017660033,0.0012267281,0.00044975872,0.000088239816],"category_scores_gemma":[0.00001908163,0.0003097873,0.00025396093,0.00001554543,0.00010784891,0.0001169067,0.0007257368,0.00044429261,0.0003661719],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006837757,0.000015597883,0.00003625492,0.00039113703,0.00014501227,0.00022158932,0.00060006767,0.0000059301115,0.00007641981,0.85544115,0.011557207,0.13150278],"study_design_scores_gemma":[0.00020127284,0.00004621677,0.000030031748,0.00048655766,0.00002621433,0.000063837964,0.0000029891694,0.00015540265,0.0009652239,0.025918126,0.9715196,0.0005845329],"about_ca_topic_score_codex":0.000028432409,"about_ca_topic_score_gemma":0.000010498371,"teacher_disagreement_score":0.95996237,"about_ca_system_score_codex":0.00006346216,"about_ca_system_score_gemma":0.00020923458,"threshold_uncertainty_score":0.99993545},"labels":[],"label_agreement":null},{"id":"W4200275056","doi":"10.1007/978-1-4842-7358-6_8","title":"Servers","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile Agent-Based Network Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Regional Municipality of Niagara","funders":"","keywords":"Server; Computer science; Cloud computing; Operating system; Cloud server; Computer network","score_opus":0.022345942033367674,"score_gpt":0.20623143871360217,"score_spread":0.1838854966802345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200275056","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000003725464,0.0006226684,0.038931467,0.00009794512,0.00095046376,0.0003713315,0.000005425618,0.00029218686,0.9587248],"genre_scores_gemma":[0.00053896493,0.00005457278,0.0048423107,0.0014472294,0.00027844642,0.000052305113,0.000021050848,0.00006009172,0.99270505],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99787986,0.00003240429,0.00032307568,0.0008636363,0.00053584564,0.00036518928],"domain_scores_gemma":[0.9975301,0.00006742084,0.00020296332,0.0019712374,0.0000837567,0.00014450672],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015500297,0.00038883238,0.00035732024,0.0001241258,0.000097810254,0.00025275288,0.0016572869,0.00021263058,0.00027851545],"category_scores_gemma":[0.0000036458803,0.0004175369,0.0002370994,0.000017084072,0.000058725014,0.00008523854,0.0015519646,0.00034521247,0.00031636024],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016781768,0.0000044214135,4.138483e-7,0.000057983016,0.00011798932,0.00038157002,0.00005044621,0.00011115379,0.000008606123,0.89962196,0.025900563,0.07374321],"study_design_scores_gemma":[0.00018104675,0.000028965898,0.0000019535062,0.0001982579,0.000043344375,0.000007298736,0.0000016137741,0.0010672859,0.00024941156,0.01354562,0.9842235,0.00045174017],"about_ca_topic_score_codex":0.000020195082,"about_ca_topic_score_gemma":0.00002480787,"teacher_disagreement_score":0.9583229,"about_ca_system_score_codex":0.00012094357,"about_ca_system_score_gemma":0.00011711085,"threshold_uncertainty_score":0.9998276},"labels":[],"label_agreement":null},{"id":"W4205625366","doi":"10.1007/978-1-4842-7493-4_17","title":"Adjusting Colors and Saving Artwork","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer graphics (images); Computer science; Portfolio; Computer vision; Artificial intelligence; Art; Visual arts; Economics; Financial economics","score_opus":0.06184661282988552,"score_gpt":0.32242491109532817,"score_spread":0.26057829826544265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205625366","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0043525863,0.00034734036,0.000008783141,0.00007988311,0.002037748,0.00023972875,0.000025863677,0.00008976685,0.9928183],"genre_scores_gemma":[0.06567032,0.000021130529,0.000046194964,0.0006394408,0.00022758941,0.0000635586,0.0000071215536,0.000047131263,0.9332775],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988459,0.000045202214,0.00020173272,0.00049056986,0.00018977473,0.00022685234],"domain_scores_gemma":[0.9989586,0.00036546,0.0001788692,0.00038395158,0.000020104952,0.000093034985],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001671873,0.00020455995,0.00022044645,0.00011164177,0.00030273423,0.000045057972,0.00021624487,0.0001325076,0.004138794],"category_scores_gemma":[0.000034299625,0.00022858966,0.00005632869,0.00001127236,0.0002317906,0.000024585945,0.00020825016,0.0004969636,0.000062743675],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036082984,0.000029977706,0.00016493026,0.000036554637,0.000043912834,0.00007160249,0.005795209,0.000002604798,0.00044465388,0.9176444,0.013478936,0.062251132],"study_design_scores_gemma":[0.00013937218,0.000060963208,0.00050101365,0.00005324267,0.000046846442,0.000066270106,0.00020798224,0.0000033909669,0.000024064633,0.0023450186,0.9962816,0.00027023748],"about_ca_topic_score_codex":0.000051802137,"about_ca_topic_score_gemma":0.000019357734,"teacher_disagreement_score":0.9828027,"about_ca_system_score_codex":0.000033519304,"about_ca_system_score_gemma":0.00004018299,"threshold_uncertainty_score":0.9967716},"labels":[],"label_agreement":null},{"id":"W4205875078","doi":"10.1007/978-1-4842-7493-4_9","title":"Working with Focus Area and Select and Mask Properties","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Dialog box; Focus (optics); Workspace; Variety (cybernetics); Selection (genetic algorithm); Computer science; Artificial intelligence; World Wide Web; Robot","score_opus":0.022324146714445145,"score_gpt":0.1555394386594594,"score_spread":0.13321529194501425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205875078","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014448924,0.005941367,0.001031393,0.00001099533,0.000101873426,0.00034124297,0.0000062516065,0.00033407388,0.9907879],"genre_scores_gemma":[0.7398244,0.0006781644,0.0006230323,0.000029644714,0.000090211426,0.00008629862,0.0000121292,0.00017693103,0.25847918],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994275,0.0000031944226,0.00010732755,0.00020791695,0.00011933414,0.00013475538],"domain_scores_gemma":[0.9997743,0.000012781015,0.00003667018,0.00012416042,0.000010761198,0.000041343133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000028870036,0.00022730288,0.00019387268,0.000069788985,0.000095946634,0.00007725816,0.00006329602,0.00009314963,0.000056418514],"category_scores_gemma":[0.0000010407241,0.0001885562,0.000014533975,0.000003971369,0.00004175914,0.000033580593,0.000066295535,0.00024376682,4.933161e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051085063,0.000019921106,0.00029041772,0.0065747756,0.0019500426,0.00026045542,0.01474248,0.13974518,0.0005316332,0.0861044,0.0011959,0.74807394],"study_design_scores_gemma":[0.0010733528,0.00025572284,0.000034777247,0.0018082473,0.00038960585,0.00014355248,0.000058895977,0.017557513,0.008164032,0.0049519455,0.9634308,0.00213154],"about_ca_topic_score_codex":0.000013494604,"about_ca_topic_score_gemma":0.00002759876,"teacher_disagreement_score":0.9622349,"about_ca_system_score_codex":0.00001879357,"about_ca_system_score_gemma":0.000009302521,"threshold_uncertainty_score":0.7689098},"labels":[],"label_agreement":null},{"id":"W4206800718","doi":"10.1007/978-1-4842-7493-4_10","title":"Shape Tools, Pen Tools, and Creating Paths","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Selection (genetic algorithm); Computer science; Path (computing); Engineering drawing; Tool path; Computer graphics (images); Artificial intelligence; Engineering; Programming language","score_opus":0.05463863310482669,"score_gpt":0.24909491936576272,"score_spread":0.19445628626093603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206800718","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00009815805,0.0013616966,0.000053200027,0.000032873395,0.00058718456,0.00027239634,0.00010923503,0.00028473831,0.9972005],"genre_scores_gemma":[0.015662193,0.0004553127,0.00073699304,0.0004426902,0.000465237,0.000117702126,0.00017001307,0.00021949316,0.98173034],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990322,0.000023398155,0.0002567596,0.00027391766,0.00021404313,0.00019969213],"domain_scores_gemma":[0.99899626,0.000406406,0.000090125475,0.00034907134,0.000029373026,0.00012873678],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001650269,0.00028908445,0.00026249452,0.00008490415,0.0001625457,0.00023213202,0.00020154768,0.00016987673,0.0049825218],"category_scores_gemma":[0.000078571116,0.00033355752,0.00006388654,0.000006907586,0.000029342626,0.0002023664,0.00011455738,0.0005944833,0.00008509612],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002701412,0.000012147611,0.000005461023,0.0004017453,0.00030070153,0.00007110884,0.0026982178,0.00011478507,0.00059547735,0.31693795,0.021813015,0.65702236],"study_design_scores_gemma":[0.00012310028,0.000020702048,0.000024723484,0.00006078787,0.00008053841,0.000032720738,0.00006720266,0.00034907504,0.0000689403,0.001393903,0.9973971,0.0003811976],"about_ca_topic_score_codex":0.000019095005,"about_ca_topic_score_gemma":0.0000044364856,"teacher_disagreement_score":0.9755841,"about_ca_system_score_codex":0.000059078615,"about_ca_system_score_gemma":0.000055660512,"threshold_uncertainty_score":0.99991167},"labels":[],"label_agreement":null},{"id":"W4214498639","doi":"10.1007/978-1-4842-8051-5_27","title":"Log Analysis","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Audit; Internal audit; Computer science; Process (computing); Risk analysis (engineering); Business process; Business; Data science; Process management; Knowledge management; Accounting; Work in process; Marketing","score_opus":0.08042809301987433,"score_gpt":0.26473170946971153,"score_spread":0.1843036164498372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214498639","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000040192775,0.00028738708,0.00042035044,0.00009366051,0.0006960072,0.0002179897,0.0000804056,0.0002043978,0.9979596],"genre_scores_gemma":[0.0139851915,0.000036442787,0.00004705653,0.0018892931,0.0017972791,0.000047292742,0.0010008591,0.000112493326,0.9810841],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998059,0.0000036587219,0.00040689687,0.0006575666,0.0005567774,0.0003161263],"domain_scores_gemma":[0.9984174,0.000039385006,0.00044291263,0.0009351406,0.00014986853,0.000015328069],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00017799795,0.00043778677,0.000566174,0.0008533854,0.00028088802,0.00032952154,0.00093704066,0.00022762701,0.025302822],"category_scores_gemma":[0.00001953938,0.0004297422,0.0004122567,0.00010962714,0.00013105081,0.00034671414,0.0010833199,0.00047718248,0.0010703241],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028687022,0.000015620588,0.00015382936,0.00018211654,0.0009034586,0.00006457053,0.000013355506,0.000053463533,0.0000146264965,0.95047253,0.023232514,0.024865245],"study_design_scores_gemma":[0.00007080206,0.0000030514243,0.000049538157,0.000031991676,0.0018104863,0.0000016231016,0.0000044536055,0.00017595828,0.000008723088,0.020629823,0.9767037,0.00050984666],"about_ca_topic_score_codex":0.00085980044,"about_ca_topic_score_gemma":0.0002629338,"teacher_disagreement_score":0.9534712,"about_ca_system_score_codex":0.000036603047,"about_ca_system_score_gemma":0.0000253016,"threshold_uncertainty_score":0.99981546},"labels":[],"label_agreement":null},{"id":"W4214526941","doi":"10.1007/978-1-4842-8051-5_4","title":"Data Analytics","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Raw data; Analytics; Computer science; Data analysis; Data science; Process (computing); Data mining","score_opus":0.2397318992453214,"score_gpt":0.30311004990222545,"score_spread":0.06337815065690405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214526941","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000005488757,0.00034991594,0.00027821108,0.00014963733,0.0011472582,0.00024592987,0.0006449935,0.00019029705,0.9969883],"genre_scores_gemma":[0.0016849906,0.00008073459,0.000104788734,0.0022696618,0.0034791268,0.000016875338,0.0052658585,0.0001671587,0.9869308],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99786365,0.0000029165355,0.00041350778,0.00081189844,0.00059461803,0.00031342672],"domain_scores_gemma":[0.99693865,0.00004448958,0.00042704385,0.0024442293,0.00013011081,0.000015509728],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00025469274,0.00042622103,0.00040557256,0.00031075772,0.0002718084,0.00039590884,0.0026889043,0.00020890281,0.01143914],"category_scores_gemma":[0.000045804103,0.00042290427,0.00010223008,0.00003565735,0.00014605247,0.0006943162,0.004750745,0.0005675319,0.0011383173],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020786129,0.000013536535,0.0000139423855,0.00025683877,0.000110080764,0.00006478017,0.0000046948844,0.000008485417,0.000008711454,0.79874253,0.16553098,0.035224646],"study_design_scores_gemma":[0.00008413224,0.000002914653,0.000006182801,0.00008534024,0.00028106646,0.000004645968,0.000005089815,0.0006438696,0.0000042656807,0.022491189,0.9758884,0.00050295563],"about_ca_topic_score_codex":0.00030620515,"about_ca_topic_score_gemma":0.00015482854,"teacher_disagreement_score":0.81035733,"about_ca_system_score_codex":0.000028903009,"about_ca_system_score_gemma":0.000049502996,"threshold_uncertainty_score":0.99982226},"labels":[],"label_agreement":null},{"id":"W4214592544","doi":"10.1007/978-1-4842-8051-5_20","title":"How to Use the Recipes","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Recipe; Operationalization; Audit; Computer science; Code (set theory); Code of practice; Engineering; Programming language; Engineering management; Business; Accounting; History; Epistemology","score_opus":0.05233012107935242,"score_gpt":0.24696792805480633,"score_spread":0.1946378069754539,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214592544","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00016306757,0.0007739202,0.15587142,0.00564644,0.0038514223,0.0023895917,0.00009638726,0.0021530907,0.82905465],"genre_scores_gemma":[0.0023975426,0.000011356706,0.004973385,0.00042508796,0.00018295631,0.00015359905,0.0000032158875,0.00007110673,0.9917818],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99809337,0.000033262277,0.00014170544,0.0005637905,0.0008117956,0.0003560808],"domain_scores_gemma":[0.9964852,0.0013461447,0.000057004265,0.0018885642,0.00008257407,0.00014056763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026057867,0.00026395408,0.00021246275,0.0001843782,0.00019714829,0.00076099695,0.0028430778,0.00011247762,0.000058977574],"category_scores_gemma":[0.00030379422,0.00020745797,0.000119228636,0.000028258186,0.00005611867,0.00014535991,0.00220067,0.0007209301,0.000069493886],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006629738,0.0000041487415,0.000010184019,0.000027061067,0.000089797424,0.0001340752,0.00082903134,0.000102153535,0.00007150633,0.8907183,0.029034477,0.07897263],"study_design_scores_gemma":[0.000048242717,0.000046309495,0.000053780648,0.000033939963,0.000006192485,0.000014324109,0.0000014676394,0.00007964323,0.00017452797,0.0034126579,0.99587476,0.00025415866],"about_ca_topic_score_codex":0.000047900805,"about_ca_topic_score_gemma":0.000008274634,"teacher_disagreement_score":0.96684027,"about_ca_system_score_codex":0.0000939998,"about_ca_system_score_gemma":0.000079011385,"threshold_uncertainty_score":0.84598905},"labels":[],"label_agreement":null},{"id":"W4214596634","doi":"10.1007/978-1-4842-8051-5_3","title":"Existing Solutions","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Audit; Listing (finance); Field (mathematics); Process (computing); Space (punctuation); Computer science; Risk analysis (engineering); Accounting; Business; Mathematics; Pure mathematics","score_opus":0.33102758098388385,"score_gpt":0.38109695701465657,"score_spread":0.050069376030772716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214596634","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000007069238,0.0007013399,0.0011043261,0.00028051133,0.00044927245,0.00012802692,0.00012464054,0.000077880606,0.99712694],"genre_scores_gemma":[0.0027817322,0.00009197187,0.0003796305,0.00018833502,0.0002489233,0.000021552787,0.000023828552,0.00004076702,0.9962233],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960185,0.00009854552,0.0008412378,0.00075776846,0.0019537497,0.00033017524],"domain_scores_gemma":[0.9967079,0.0011033115,0.0005267175,0.0013203544,0.00020657292,0.0001351078],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0016187408,0.0002826605,0.00056783226,0.00044359933,0.0009383777,0.00019494448,0.0013313284,0.00019805442,0.010925182],"category_scores_gemma":[0.00040712522,0.00024163519,0.00060421036,0.000043489992,0.00019712572,0.000076696786,0.0008902315,0.0006041724,0.0010446653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008942044,0.0000044807684,0.0000035794642,0.0000024055637,0.0000889857,0.00003795124,0.0002601686,0.00014685269,0.00001178839,0.8105693,0.018100947,0.1707646],"study_design_scores_gemma":[0.000051326664,0.0000116085985,0.0000048488114,0.000010144316,0.00007111941,0.0000056778235,0.000038189664,0.00014387003,0.0000040844784,0.3470082,0.65246665,0.00018429516],"about_ca_topic_score_codex":0.00011414565,"about_ca_topic_score_gemma":0.00012627237,"teacher_disagreement_score":0.6343657,"about_ca_system_score_codex":0.000066517125,"about_ca_system_score_gemma":0.00011340565,"threshold_uncertainty_score":0.99973315},"labels":[],"label_agreement":null},{"id":"W4214692752","doi":"10.1007/978-1-4842-8051-5_13","title":"What Is Storytelling?","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Storytelling; Analytics; Computer science; Data science; Narrative; Art; Literature","score_opus":0.07669361864644424,"score_gpt":0.26404892270975394,"score_spread":0.1873553040633097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214692752","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000322607,0.002449066,0.00009818914,0.00028142464,0.0044378275,0.0003630537,0.00004547197,0.00024225104,0.99205047],"genre_scores_gemma":[0.001204753,0.0006284287,0.00003358602,0.0073176813,0.003200113,0.000049340706,0.00030047348,0.00018915796,0.98707646],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977619,0.0000037041495,0.00042501453,0.0007545749,0.0006775959,0.00037719775],"domain_scores_gemma":[0.99832094,0.000043846696,0.00046346022,0.00097182754,0.00018023262,0.00001967029],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00019589764,0.00053763273,0.0004548435,0.00035963554,0.00036143558,0.00093509594,0.0010559274,0.00029524078,0.024572019],"category_scores_gemma":[0.000010310589,0.0005481375,0.00023512004,0.000030719842,0.00016898141,0.0013540345,0.0010461422,0.00066268374,0.0022342678],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050422754,0.000022682767,0.000010267523,0.00050569756,0.00013376775,0.00007878392,0.00010852206,0.000007752049,0.000030947485,0.76581526,0.108409755,0.12482617],"study_design_scores_gemma":[0.00009858878,0.000005310628,0.000002176853,0.00026777075,0.00015216925,0.0000043685072,0.000031307238,0.00006687454,0.0000652182,0.032291934,0.9663798,0.0006344507],"about_ca_topic_score_codex":0.00022063086,"about_ca_topic_score_gemma":0.0000345288,"teacher_disagreement_score":0.85797006,"about_ca_system_score_codex":0.000050120212,"about_ca_system_score_gemma":0.00003988354,"threshold_uncertainty_score":0.999697},"labels":[],"label_agreement":null},{"id":"W4214771745","doi":"10.1007/978-1-4842-8051-5_14","title":"Why Storytelling?","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Storytelling; Craft; Cover (algebra); Audit; Computer science; Narrative; Visual arts; Art; Engineering; Literature; Accounting; Business; Mechanical engineering","score_opus":0.07425337087395385,"score_gpt":0.25240813261159745,"score_spread":0.1781547617376436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214771745","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000016434664,0.000627237,0.00035413913,0.00019582712,0.0019345173,0.0003241362,0.000052296233,0.00029422808,0.99620116],"genre_scores_gemma":[0.0013131166,0.000069924514,0.000069719084,0.010796337,0.0040685833,0.00006181971,0.0004486963,0.00022805123,0.9829438],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99796015,0.0000039659017,0.0003986377,0.00066498836,0.00061076356,0.00036149134],"domain_scores_gemma":[0.9984887,0.000045519962,0.00043028372,0.00085679407,0.00016061729,0.00001807941],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00018356161,0.00050328166,0.0004293562,0.00037671096,0.00035932957,0.00032202696,0.001023049,0.00026221588,0.019465476],"category_scores_gemma":[0.000021562724,0.00051260914,0.00020867003,0.000029857916,0.00016543096,0.00043893684,0.00096967304,0.0006685537,0.0012674616],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033976194,0.000014664606,0.000008256473,0.00029049802,0.00007026732,0.00005897418,0.000017607155,0.00001317877,0.000028820074,0.77423286,0.20035541,0.024875512],"study_design_scores_gemma":[0.000098042154,0.0000054591487,0.0000024922133,0.00011683439,0.00014168925,0.000004720616,0.000006281513,0.000064271626,0.000028175999,0.029049436,0.96988356,0.0005990411],"about_ca_topic_score_codex":0.0005516054,"about_ca_topic_score_gemma":0.00009751597,"teacher_disagreement_score":0.76952815,"about_ca_system_score_codex":0.000048076403,"about_ca_system_score_gemma":0.00003416082,"threshold_uncertainty_score":0.99973255},"labels":[],"label_agreement":null},{"id":"W4230530947","doi":"10.1007/978-1-4842-4294-0_21","title":"Web Applications","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Web Application Security Vulnerabilities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"World Wide Web; Web application; Content management system; Computer science; Quarter (Canadian coin); Web development; Database; Operating system; Web service; Geography","score_opus":0.02080382847224705,"score_gpt":0.23536389024474655,"score_spread":0.2145600617724995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230530947","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000026350401,0.00028470333,0.06913456,0.0001998394,0.00017008031,0.0010118589,0.000045989607,0.00047963226,0.9286707],"genre_scores_gemma":[0.0031513157,0.000020051952,0.0056031435,0.00058480527,0.00026177173,0.00041081329,0.000022107037,0.00006194853,0.989884],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980838,0.000018578123,0.00038288216,0.00081657874,0.00043679983,0.00026141922],"domain_scores_gemma":[0.99664724,0.00019882043,0.00024862032,0.0026200714,0.00017011861,0.000115126015],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015420873,0.00034387957,0.00035472627,0.00015967664,0.000121947785,0.00020502166,0.0020670006,0.0003302854,0.000114874005],"category_scores_gemma":[0.0000046878167,0.00036558328,0.00016670395,0.000016297268,0.00014903888,0.000112711314,0.0006737615,0.00044768312,0.0028317773],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.5237654e-7,0.000005313033,5.88277e-7,0.000045222558,0.000022592227,7.672904e-7,0.00012207532,0.0000018926819,0.00010643796,0.97770923,0.0038806389,0.018104497],"study_design_scores_gemma":[0.00010417391,0.000011581308,0.0000013344882,0.000026992273,0.000011789633,0.000006038234,0.0000018722393,0.00026297334,0.0002858281,0.19224735,0.80672425,0.00031581626],"about_ca_topic_score_codex":0.0000071198288,"about_ca_topic_score_gemma":0.000008610262,"teacher_disagreement_score":0.80284363,"about_ca_system_score_codex":0.00006572123,"about_ca_system_score_gemma":0.00029740616,"threshold_uncertainty_score":0.9998796},"labels":[],"label_agreement":null},{"id":"W4230647486","doi":"10.1007/978-1-4842-4533-0_14","title":"Introducing Object-Oriented Programming","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Regional Municipality of Niagara","funders":"","keywords":"Programming language; Computer science; Python (programming language); Object-oriented programming; Reuse; Code reuse; Programming paradigm; Object (grammar); Artificial intelligence; Software; Engineering","score_opus":0.012474804247949705,"score_gpt":0.2186035606557033,"score_spread":0.2061287564077536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230647486","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000004783167,0.00016208277,0.8079019,0.000020259376,0.0007301209,0.000603965,0.000005038693,0.0021164785,0.18845537],"genre_scores_gemma":[0.00040415087,0.000008143958,0.61332756,0.00007575365,0.0002788477,0.000060229235,0.000013319224,0.00011506452,0.38571692],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975615,0.000018320296,0.00041745702,0.0010206806,0.0005123309,0.00046971053],"domain_scores_gemma":[0.99730307,0.00006368213,0.00024119198,0.002105777,0.00016469903,0.00012159717],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023168918,0.0005229192,0.0005126276,0.00028314433,0.00008182035,0.00017829206,0.0014781264,0.00040410925,0.00001366407],"category_scores_gemma":[0.0000069745906,0.0005470677,0.00019578925,0.000023351562,0.00006416444,0.00015742621,0.0009926242,0.00070928514,0.00010738368],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019946556,0.000004066691,0.0000016085811,0.000072062794,0.000043948705,0.000020828305,0.00027436382,0.000065090135,0.00007941979,0.73126554,0.000705869,0.2674652],"study_design_scores_gemma":[0.00012854692,0.000079020676,0.0000012959806,0.0004400558,0.000024264575,0.000023870363,3.4849933e-7,0.004924302,0.0013793361,0.0040718606,0.9882912,0.00063588645],"about_ca_topic_score_codex":0.000024377305,"about_ca_topic_score_gemma":0.0000030059598,"teacher_disagreement_score":0.98758537,"about_ca_system_score_codex":0.00012603638,"about_ca_system_score_gemma":0.000130331,"threshold_uncertainty_score":0.9996981},"labels":[],"label_agreement":null},{"id":"W4231013198","doi":"10.1007/978-1-4302-6137-7_5","title":"Audio","year":2013,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CARE Canada","funders":"","keywords":"Microphone; Computer science; Sound (geography); The Internet; Multimedia; Digital audio; Speech recognition; Audio signal; Telecommunications; World Wide Web; Acoustics; Speech coding","score_opus":0.021087417206437142,"score_gpt":0.21911876792662757,"score_spread":0.19803135072019043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231013198","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000019277172,0.00015469581,0.05458837,0.000109057255,0.00017294167,0.00035607326,0.000005827863,0.00022305873,0.94438803],"genre_scores_gemma":[0.0009528522,0.000020176356,0.0055460716,0.0004974289,0.00020348968,0.00019744666,0.0000060937437,0.00002991853,0.9925465],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989193,0.0000061733303,0.00020909555,0.000456171,0.00021579873,0.00019347358],"domain_scores_gemma":[0.9982755,0.000046743684,0.00012947412,0.0013689526,0.00007317297,0.00010613073],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004604658,0.00021983987,0.00020630474,0.000071631264,0.000090122885,0.00014023024,0.0012341511,0.00021037232,0.00025715615],"category_scores_gemma":[0.0000017462577,0.00020647596,0.00011073306,0.0000059623962,0.00006146369,0.00007029776,0.00042655197,0.00023090639,0.0034390911],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.6164262e-7,0.0000022919096,1.5059385e-7,0.000007608855,0.000016718614,0.00000271679,0.00004227777,4.6445882e-7,0.000060708582,0.89109564,0.029832503,0.07893877],"study_design_scores_gemma":[0.000049161168,0.000011099565,0.000003588424,0.00002852822,0.000009743018,0.0000057400066,2.1030158e-7,0.00014850675,0.0003088259,0.1548469,0.84438,0.00020764774],"about_ca_topic_score_codex":0.00002547872,"about_ca_topic_score_gemma":0.000004107567,"teacher_disagreement_score":0.81454754,"about_ca_system_score_codex":0.000019984911,"about_ca_system_score_gemma":0.000059407583,"threshold_uncertainty_score":0.99733686},"labels":[],"label_agreement":null},{"id":"W4231765250","doi":"10.1007/978-1-4842-3627-7_11","title":"Remediation","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Environmental remediation; Vendor; Implementation; Vulnerability (computing); Computer security; Business; Public disclosure; Service (business); Internet privacy; Computer science; Engineering; Marketing","score_opus":0.020287406406633447,"score_gpt":0.2213158162234698,"score_spread":0.20102840981683634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231765250","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000060646075,0.000033113593,0.02434046,0.000056049637,0.00077076437,0.00013887706,0.000004907355,0.00021172932,0.974438],"genre_scores_gemma":[0.0016740425,0.000009045756,0.002912633,0.0011518764,0.0004542324,0.0000100209845,0.000019732477,0.000017974196,0.99375045],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99904406,0.000008256324,0.00024575726,0.00022485689,0.0003258758,0.00015121003],"domain_scores_gemma":[0.998901,0.00002137812,0.00019616484,0.0006687267,0.00014331007,0.00006938228],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012764333,0.00017134877,0.00014524188,0.000098164295,0.000089068504,0.00013670257,0.00071654096,0.00021718862,0.00021605194],"category_scores_gemma":[0.000006813352,0.0001673016,0.00007827262,0.0000059398435,0.000057870304,0.00019640097,0.00025328645,0.00018623931,0.0014754273],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011759051,0.0000012147151,1.14879e-7,0.0000109421835,0.000010660482,0.0000021853102,0.0012420267,1.0086583e-7,0.000004260168,0.96090025,0.016498879,0.021328222],"study_design_scores_gemma":[0.00009694426,0.000021898548,0.0000033508456,0.000034302706,0.000006019472,0.0000050887656,0.000001490742,0.0005404356,0.00044934658,0.10014271,0.89849544,0.00020296984],"about_ca_topic_score_codex":0.0000039090955,"about_ca_topic_score_gemma":0.000008847033,"teacher_disagreement_score":0.8819966,"about_ca_system_score_codex":0.000030454215,"about_ca_system_score_gemma":0.00006282038,"threshold_uncertainty_score":0.999302},"labels":[],"label_agreement":null},{"id":"W4231928694","doi":"10.1007/978-1-4842-7147-6_11","title":"Calculations with Dates","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Insurance, Mortality, Demography, Risk Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Invoice; Quarter (Canadian coin); Period (music); Set (abstract data type); History; Computer science; Art; World Wide Web; Archaeology","score_opus":0.031865743880505455,"score_gpt":0.27991313897045245,"score_spread":0.248047395089947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231928694","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00028480013,0.00047270776,0.00014491948,0.0001315293,0.0003696278,0.0005687799,0.00006181729,0.00016556829,0.99780023],"genre_scores_gemma":[0.036775466,0.00016564148,0.00050832896,0.000256177,0.00046878195,0.00005856145,0.00008358572,0.000067235545,0.9616162],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980177,0.00006758648,0.00027152046,0.00050311344,0.0007764772,0.00036358804],"domain_scores_gemma":[0.9987504,0.000076440185,0.00020251147,0.00062758656,0.00021563258,0.00012745094],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027282574,0.00029063417,0.00033961766,0.00014699168,0.0006045287,0.0001948791,0.00041593934,0.0002603179,0.0005372508],"category_scores_gemma":[0.000014393406,0.0002779607,0.00017882102,0.00002922535,0.00066068437,0.000075176526,0.00013720884,0.00030332583,0.00007125259],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000053449294,0.000010651052,0.00040949992,0.00003402851,0.00023503714,0.0000671901,0.0012204204,0.000009834902,0.000002017735,0.99100125,0.0021026994,0.0049020005],"study_design_scores_gemma":[0.00014495097,0.000015316664,0.00052632805,0.00016823456,0.000194152,9.5088734e-7,0.00021862071,0.0000031140241,0.000013602069,0.014818573,0.9834864,0.00040971694],"about_ca_topic_score_codex":0.0018579691,"about_ca_topic_score_gemma":0.009130982,"teacher_disagreement_score":0.98138374,"about_ca_system_score_codex":0.000061319326,"about_ca_system_score_gemma":0.00017431774,"threshold_uncertainty_score":0.9999673},"labels":[],"label_agreement":null},{"id":"W4232080978","doi":"10.1007/978-1-4842-1931-7_21","title":"Walter Levitt","year":2016,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Humor Studies and Applications","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Comedy; Bachelor; Alliance; Promotion (chess); Advertising; The arts; Art; Visual arts; Media studies; Sociology; Political science; Business; Law","score_opus":0.05589846282150654,"score_gpt":0.31970847481918496,"score_spread":0.2638100119976784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232080978","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000009381803,0.00060648704,0.000110394525,0.00036365824,0.000586344,0.00033619578,0.00014051334,0.00011229995,0.9977347],"genre_scores_gemma":[0.0059442497,0.00003239347,0.00003700525,0.00050854037,0.0009087647,0.00020927901,0.0000087625685,0.00009182685,0.9922592],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998867,0.000010327107,0.0002552961,0.00045348328,0.000129259,0.00028464495],"domain_scores_gemma":[0.99881864,0.00008098535,0.0001421582,0.00084205397,0.00003472731,0.00008143935],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000049756873,0.00028149318,0.00031181987,0.000054189826,0.0001295555,0.000016247155,0.000298833,0.00026254207,0.005941208],"category_scores_gemma":[0.000002097002,0.00021440018,0.00016454923,0.000002497943,0.00017490894,0.0000049942473,0.0001504884,0.00023060942,0.007318427],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071449813,0.000005411089,0.0000012217994,0.000008163633,0.00015348721,0.00001166494,0.0003448603,5.3112816e-9,0.000031579173,0.8721328,0.06293263,0.06437102],"study_design_scores_gemma":[0.00020969033,0.000022192902,0.00001510187,0.000065146516,0.00005921134,0.000007334356,0.000012167716,4.3699654e-8,0.000021987491,0.046472367,0.9528509,0.00026390515],"about_ca_topic_score_codex":0.000014538951,"about_ca_topic_score_gemma":0.000011566752,"teacher_disagreement_score":0.8899182,"about_ca_system_score_codex":0.000023192688,"about_ca_system_score_gemma":0.000013009556,"threshold_uncertainty_score":0.9949675},"labels":[],"label_agreement":null},{"id":"W4232244838","doi":"10.1007/978-1-4842-4069-4_12","title":"AppRun DevTools","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Computer science","score_opus":0.018118368611010578,"score_gpt":0.21327516764260923,"score_spread":0.19515679903159866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232244838","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000059875838,0.00036086494,0.018078541,0.000035826582,0.0017394223,0.00057136524,0.0000101191135,0.0004365618,0.97870743],"genre_scores_gemma":[0.0077278083,0.00001889229,0.0024283605,0.0003263543,0.00031379607,0.0000262501,0.000007804189,0.000052363583,0.98909837],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980067,0.00001975221,0.0004160843,0.000742248,0.00047709787,0.00033808692],"domain_scores_gemma":[0.9973766,0.00012443263,0.00024023413,0.0020259921,0.0001247854,0.000107939115],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002442222,0.00039068764,0.0004943984,0.000114525545,0.00009924579,0.00015429579,0.001587914,0.00049114577,0.00005291682],"category_scores_gemma":[0.000010360988,0.0003255235,0.00024219781,0.0000110783485,0.00008922214,0.00015682433,0.0006226947,0.00043399967,0.0019605046],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008804642,0.000011104842,0.00006578458,0.00044430135,0.00012134459,0.000027407152,0.0004575193,0.000013471596,0.00003884479,0.8607601,0.008357218,0.12969412],"study_design_scores_gemma":[0.00025188492,0.00006341902,0.000052615207,0.0003295584,0.000023534227,0.000028847537,0.0000015628843,0.00033296103,0.00035454315,0.023610873,0.9743284,0.00062182144],"about_ca_topic_score_codex":0.000015156633,"about_ca_topic_score_gemma":0.000003330852,"teacher_disagreement_score":0.9659712,"about_ca_system_score_codex":0.000061500046,"about_ca_system_score_gemma":0.00023357231,"threshold_uncertainty_score":0.99991965},"labels":[],"label_agreement":null},{"id":"W4232458789","doi":"10.1007/978-1-4842-4533-0_18","title":"Audio","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Regional Municipality of Niagara","funders":"","keywords":"Computer science; Multimedia","score_opus":0.03163755815075138,"score_gpt":0.22326833562945594,"score_spread":0.19163077747870455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232458789","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00011587075,0.00009161199,0.00024603435,0.0000035446278,0.0016245461,0.00019659367,0.00001538141,0.00041622354,0.9972902],"genre_scores_gemma":[0.003513019,0.000027957714,0.000048011192,0.00007196708,0.0008417694,0.000009058537,0.000039970935,0.000108936125,0.99533933],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.999293,0.0000051147695,0.00018224113,0.00017014785,0.00021427465,0.00013518217],"domain_scores_gemma":[0.999518,0.000015426944,0.000037171965,0.00034688236,0.000031245498,0.000051269213],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000059549533,0.00022087128,0.00020457944,0.00008784211,0.000030171863,0.000029642375,0.00012908911,0.00027836364,0.024494795],"category_scores_gemma":[0.0000019003579,0.0002404126,0.0000984955,0.0000017488641,0.000029592591,0.000026297343,0.00002518218,0.00027149683,0.043768812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008332803,0.0000039666847,0.0000022157287,0.00048600673,0.00026211073,0.000010372913,0.00091772276,0.0038517998,0.004021701,0.033641636,0.8890899,0.06770425],"study_design_scores_gemma":[0.00013090778,0.000010244556,0.000027867662,0.00008983601,0.000035875888,0.000001933958,0.0000020501104,0.00084394106,0.00009836948,0.0019953758,0.9964773,0.00028630893],"about_ca_topic_score_codex":1.6480601e-7,"about_ca_topic_score_gemma":0.0000058615265,"teacher_disagreement_score":0.1073874,"about_ca_system_score_codex":0.000073570955,"about_ca_system_score_gemma":0.000020886338,"threshold_uncertainty_score":0.9803741},"labels":[],"label_agreement":null},{"id":"W4233257163","doi":"10.1007/978-1-4842-4069-4","title":"Practical Application Development with AppRun","year":2019,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Scratch; World Wide Web; Computer science; Development (topology); Architecture; Productivity; Web development; Data science; Software engineering; Web service; Art; Visual arts; Operating system","score_opus":0.022420333439477032,"score_gpt":0.2576213522413556,"score_spread":0.23520101880187855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233257163","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000019066814,0.000022944048,0.48882556,0.00008930867,0.000040258867,0.0006382938,0.0000015029843,0.00013123426,0.510249],"genre_scores_gemma":[0.0007781923,0.00000560357,0.12864965,0.00039373696,0.00014275464,0.0012257322,0.0000617861,0.000044371875,0.8686982],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982851,0.000021262518,0.00027516126,0.00072143326,0.0004372459,0.0002597923],"domain_scores_gemma":[0.99792767,0.00012298011,0.00025183518,0.001472478,0.00011450128,0.00011054987],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012669255,0.00027344777,0.00025957107,0.0000842022,0.000115056355,0.0001370178,0.0009305459,0.00023512627,0.0000068840536],"category_scores_gemma":[0.0000031259592,0.00023169436,0.000046620607,0.00003152699,0.000060107624,0.00010497498,0.00034438208,0.00033953073,0.00090797566],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000054300485,0.000039129984,0.0000067859323,0.00007747938,0.00005210646,0.0000052098917,0.000247106,0.000004289625,0.00006106483,0.8651997,0.032066956,0.10223474],"study_design_scores_gemma":[0.00015143998,0.000027574244,0.000029142118,0.000051629762,0.00002057274,0.000022984495,0.000001935552,0.00038910896,0.00073882885,0.0029158804,0.9953186,0.00033228827],"about_ca_topic_score_codex":0.0000045614916,"about_ca_topic_score_gemma":0.0000107878,"teacher_disagreement_score":0.96325165,"about_ca_system_score_codex":0.00010620786,"about_ca_system_score_gemma":0.001279135,"threshold_uncertainty_score":0.99986994},"labels":[],"label_agreement":null},{"id":"W4233398783","doi":"10.1007/978-1-4842-4533-0_17","title":"Model View Controller","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Regional Municipality of Niagara","funders":"","keywords":"Section (typography); Computer science; Controller (irrigation); Control theory (sociology); Control engineering; Control (management); Artificial intelligence; Engineering; Operating system","score_opus":0.021784411873590346,"score_gpt":0.20489007999550393,"score_spread":0.1831056681219136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233398783","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000007564732,0.002033045,0.0033516723,0.000005834042,0.00041698953,0.000704461,0.000036463705,0.00040364766,0.9930403],"genre_scores_gemma":[0.15958819,0.00004613156,0.000035435776,0.000117807074,0.00021784678,0.000031596937,0.00001586185,0.00015655898,0.8397906],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880165,0.000009070448,0.00042330404,0.0002649706,0.0002588224,0.0002422116],"domain_scores_gemma":[0.9992261,0.000054423534,0.00008844729,0.00047534952,0.000060044,0.00009563301],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000068721456,0.000398758,0.00067574455,0.000092233255,0.00003124293,0.00007157664,0.00022022032,0.0004006994,0.00018926457],"category_scores_gemma":[0.0000023811483,0.0003773201,0.0002469613,0.0000032375717,0.000024046018,0.00004491383,0.000031716456,0.00029179238,0.0011637307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049728926,0.0000050416884,8.2789825e-7,0.0006432156,0.000867659,0.000011753184,0.00023131003,0.39505693,0.0015137995,0.5324468,0.01261342,0.056559496],"study_design_scores_gemma":[0.00076352915,0.000008354579,5.239692e-7,0.00018724264,0.00006695952,0.0000023018272,0.0000011050093,0.523305,0.000017610588,0.003923523,0.47135505,0.00036882752],"about_ca_topic_score_codex":0.0000059998874,"about_ca_topic_score_gemma":0.000004339548,"teacher_disagreement_score":0.52852327,"about_ca_system_score_codex":0.000049199127,"about_ca_system_score_gemma":0.000031163207,"threshold_uncertainty_score":0.99986786},"labels":[],"label_agreement":null},{"id":"W4235778818","doi":"10.1007/978-1-4842-3988-9_18","title":"Advanced Strings","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"String (physics); Focus (optics); Computer science; Cover (algebra); Data science; Theoretical computer science; Engineering; Theoretical physics; Physics; Mechanical engineering","score_opus":0.017669642034000795,"score_gpt":0.23638049859971408,"score_spread":0.2187108565657133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235778818","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00000823497,0.00007947405,0.1268503,0.000094652576,0.00021210511,0.00026435332,0.00001679515,0.00013683752,0.8723372],"genre_scores_gemma":[0.00800884,0.0000073025585,0.01007916,0.00038805307,0.00014324338,0.000024332983,0.000024581646,0.00003779094,0.9812867],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989471,0.0000043845953,0.00018960878,0.00044793714,0.00026634397,0.00014462566],"domain_scores_gemma":[0.99872977,0.000106350315,0.00016363576,0.0008307632,0.000103673956,0.000065819964],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000039866794,0.00020324321,0.00019750831,0.00006759071,0.00006915134,0.00010512634,0.0008550357,0.0000985366,0.000023029597],"category_scores_gemma":[0.0000015259478,0.00021559693,0.0001158853,0.000010402668,0.00003063106,0.00007453555,0.00038009888,0.000214891,0.00058613456],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.7719343e-7,0.0000027207445,1.13423454e-7,0.000009663181,0.000015547366,0.0000011552028,0.000038080994,0.00009340756,0.00007735843,0.8980583,0.0008687666,0.100834005],"study_design_scores_gemma":[0.0000945213,0.000013671635,0.0000074763143,0.00003516444,0.0000060319585,0.0000019160327,2.4159243e-7,0.0012347159,0.00012581248,0.3948598,0.603417,0.0002036701],"about_ca_topic_score_codex":0.000004293642,"about_ca_topic_score_gemma":0.0000012743948,"teacher_disagreement_score":0.6025482,"about_ca_system_score_codex":0.000025347186,"about_ca_system_score_gemma":0.000122041165,"threshold_uncertainty_score":0.87917876},"labels":[],"label_agreement":null},{"id":"W4237055786","doi":"10.1007/978-1-4842-5943-6_6","title":"Mastering Advanced Language Features, Part 2","year":2020,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software Engineering and Design Patterns","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Java; Computer science; Foundation (evidence); Cover (algebra); Programming language; Natural language processing; Linguistics; Artificial intelligence; Engineering; History; Philosophy; Archaeology","score_opus":0.026517260501957605,"score_gpt":0.2617451977457693,"score_spread":0.23522793724381172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237055786","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000038450078,0.000951354,0.0008191982,0.00008632097,0.0011021793,0.00027224544,0.000047623704,0.000642593,0.99604005],"genre_scores_gemma":[0.013126035,0.00004467928,0.00048729882,0.00034629845,0.0014153959,0.000027660415,0.00002399961,0.000092629845,0.984436],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99878,0.00002383709,0.00017420584,0.00035501824,0.00037597262,0.00029092643],"domain_scores_gemma":[0.99926996,0.000121777084,0.00009332962,0.00029163313,0.000030062816,0.00019320697],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000100459845,0.0002603288,0.00028836794,0.000055153832,0.00015888143,0.00008359609,0.00033806707,0.0002946975,0.00024536636],"category_scores_gemma":[0.00005740938,0.00028087673,0.0001268273,0.000008398841,0.0000967918,0.00003950723,0.00008975794,0.0004078371,0.00014959172],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000103441256,0.000013904459,0.000022701723,0.0004251467,0.00038606266,0.0010561545,0.054271813,0.000095666226,0.0009820284,0.5297974,0.06338676,0.34945896],"study_design_scores_gemma":[0.00013101975,0.000021128895,0.0000056509402,0.00022975884,0.000031434174,0.0000021477624,0.00016406795,0.0000013680221,0.00016986017,0.0014027463,0.99748397,0.00035685778],"about_ca_topic_score_codex":0.00015415285,"about_ca_topic_score_gemma":0.00012911629,"teacher_disagreement_score":0.9340972,"about_ca_system_score_codex":0.00005410341,"about_ca_system_score_gemma":0.00006467195,"threshold_uncertainty_score":0.99996436},"labels":[],"label_agreement":null},{"id":"W4238498475","doi":"10.1007/978-1-4842-3627-7_24","title":"Conclusion","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Vulnerability (computing); Vulnerability assessment; Context (archaeology); Risk analysis (engineering); Business; Computer science; Political science; Process management; Knowledge management; Psychology; Geography; Computer security; Social psychology; Archaeology","score_opus":0.008626758545314712,"score_gpt":0.20002623425221874,"score_spread":0.19139947570690402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238498475","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00032677397,0.0002667314,0.0015971418,0.0000037997418,0.0003460273,0.000121920566,0.000023997425,0.0002592598,0.99705434],"genre_scores_gemma":[0.06271192,0.00006706372,0.00034414965,0.00010864736,0.0010096577,0.00001138738,0.000039762195,0.00012671086,0.93558073],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990647,0.000006250007,0.0002473638,0.00024736425,0.00022362938,0.00021072624],"domain_scores_gemma":[0.9992881,0.00003307271,0.000044365643,0.0004973756,0.00006132368,0.00007575816],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007051442,0.0002932881,0.00033335632,0.000106356565,0.00009215539,0.000033334054,0.00025107845,0.00039165333,0.0022663933],"category_scores_gemma":[0.0000054660104,0.00027372583,0.00017695935,0.0000063928046,0.00017190805,0.000030985655,0.00008842927,0.00033757664,0.00038157983],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009272274,0.000017639444,0.000021805019,0.0020422237,0.002936902,0.00020028278,0.004318002,0.017763222,0.014889255,0.34494963,0.20258556,0.41018274],"study_design_scores_gemma":[0.00010901533,0.00002755864,0.000003663741,0.00013632009,0.0001510066,0.0000074359405,0.000006416482,0.0020441208,0.0045175757,0.044013906,0.9484861,0.0004968855],"about_ca_topic_score_codex":0.000006178659,"about_ca_topic_score_gemma":0.00002239747,"teacher_disagreement_score":0.7459005,"about_ca_system_score_codex":0.000057723293,"about_ca_system_score_gemma":0.000017633052,"threshold_uncertainty_score":0.9999715},"labels":[],"label_agreement":null},{"id":"W4239079806","doi":"10.1007/978-1-4302-6533-7_20","title":"Your First Spring XD Application","year":2014,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spring (device); Milestone; SPring-8; Engineering; Quarter (Canadian coin); Mechanical engineering; Cartography; History; Geography; Structural engineering; Archaeology; Beam (structure); Beamline","score_opus":0.15794694815238922,"score_gpt":0.3452764553423674,"score_spread":0.18732950718997818,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239079806","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000053046642,0.000072130686,0.11503343,0.00012280604,0.0011175139,0.0003204244,0.00002490295,0.0001371644,0.88311857],"genre_scores_gemma":[0.044262398,0.0000033535298,0.00075972284,0.00020347924,0.00048729227,0.000019950514,0.000018585784,0.00003741797,0.9542078],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99600077,0.000028668597,0.0007295925,0.0013342731,0.0016272786,0.0002793983],"domain_scores_gemma":[0.99557924,0.00052025745,0.0005387946,0.0030290098,0.00019668872,0.00013599024],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026078373,0.00028975029,0.00038408284,0.00036394372,0.00031710524,0.0006824278,0.0020871998,0.00017425133,0.00023172054],"category_scores_gemma":[0.00027013617,0.00024152167,0.00019029505,0.00003117988,0.00013680584,0.000050296236,0.0012257835,0.00023848582,0.0038182093],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000074252775,0.000005572707,0.000032029224,0.000021427968,0.00003061702,0.000005215362,0.00013211182,0.00018796473,0.000013796615,0.43127525,0.06564078,0.5026478],"study_design_scores_gemma":[0.000102105296,0.000010551876,0.00007887208,0.00006463876,0.000026161375,0.0000016079002,0.000008865821,0.003004225,0.000028321665,0.060186967,0.93622893,0.0002587249],"about_ca_topic_score_codex":0.000096231524,"about_ca_topic_score_gemma":0.00012105711,"teacher_disagreement_score":0.8705882,"about_ca_system_score_codex":0.000039917682,"about_ca_system_score_gemma":0.000025419424,"threshold_uncertainty_score":0.9969574},"labels":[],"label_agreement":null},{"id":"W4239356490","doi":"10.1007/978-1-4302-0380-3_4","title":"Geocoding Addresses","year":2007,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geocoding; Geographic coordinate system; Latitude; Longitude; Geography; Cartography; Computer science; Geodesy","score_opus":0.12721304672498082,"score_gpt":0.3378092701454196,"score_spread":0.2105962234204388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239356490","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000015301515,0.00055504113,0.000064833825,0.000051572737,0.0008411286,0.00049578067,0.000021323895,0.00023206405,0.997723],"genre_scores_gemma":[0.015699893,0.00014921157,0.00008168252,0.00023068709,0.0008468575,0.00002931436,0.00000831057,0.00003413841,0.98291993],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980914,0.000021111426,0.00045609442,0.00023024812,0.00077658956,0.00042456633],"domain_scores_gemma":[0.9986839,0.00021437247,0.00037043638,0.0002981954,0.00031629566,0.00011679888],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000776072,0.00025886617,0.0003526266,0.0003034604,0.0008825953,0.00011966509,0.00037079517,0.00043727015,0.00036573247],"category_scores_gemma":[0.00003966538,0.00026253657,0.00018037373,0.000017353957,0.0005421319,0.00010000438,0.00014147128,0.00029896415,0.0003673987],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034558198,0.0000012517654,0.000024699004,0.000046573467,0.00008318734,0.00000763095,0.010656808,2.6501874e-7,8.4912114e-7,0.97668844,0.0037761247,0.008710712],"study_design_scores_gemma":[0.00008854155,0.000007627566,0.000015850403,0.00021742652,0.000034848785,0.0000013959014,0.001168385,1.7817288e-7,0.000016569062,0.0118489405,0.9863101,0.00029008763],"about_ca_topic_score_codex":0.0011362975,"about_ca_topic_score_gemma":0.00245348,"teacher_disagreement_score":0.98253405,"about_ca_system_score_codex":0.0000673625,"about_ca_system_score_gemma":0.00009416709,"threshold_uncertainty_score":0.99998266},"labels":[],"label_agreement":null},{"id":"W4240313635","doi":"10.1007/978-1-4842-3048-0_17","title":"Ransomware","year":2017,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Ransomware; Vendor; Computer science; Computer security; Political science; Law; Malware","score_opus":0.026016743775884386,"score_gpt":0.2566422571464053,"score_spread":0.23062551337052092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240313635","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.5578703e-7,0.00013209389,0.36770517,0.000030463443,0.0003629318,0.00021169044,0.0000093133585,0.0009368229,0.63061136],"genre_scores_gemma":[0.0008807777,0.000034273027,0.029559368,0.00020571881,0.00020236574,0.000054454144,0.0000033149452,0.000066533845,0.9689932],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984963,0.00001042339,0.0002503416,0.0006624987,0.00032712406,0.00025329908],"domain_scores_gemma":[0.99693,0.000049665217,0.0003566749,0.0024258185,0.00013366982,0.000104183615],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009157782,0.00036082402,0.0003560326,0.000152861,0.00026690387,0.00021732418,0.0022480027,0.00037008233,0.000037465812],"category_scores_gemma":[0.00001996781,0.00036980695,0.00018263789,0.0000025717482,0.00014184885,0.00022159684,0.0006979982,0.00047333664,0.00015572426],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000430105,0.0000021796056,1.2371872e-7,0.000029806448,0.00002770559,0.000074197,0.00007470386,7.794154e-7,0.00013258852,0.67157793,0.0024181725,0.32565752],"study_design_scores_gemma":[0.0000946748,0.000034971414,7.7978024e-7,0.00012575852,0.000009546666,0.00002515553,2.0961863e-7,0.00003143328,0.0087136235,0.26314786,0.7274766,0.0003394134],"about_ca_topic_score_codex":0.000011203126,"about_ca_topic_score_gemma":0.000010840634,"teacher_disagreement_score":0.72505844,"about_ca_system_score_codex":0.00005158254,"about_ca_system_score_gemma":0.00006254485,"threshold_uncertainty_score":0.99987537},"labels":[],"label_agreement":null},{"id":"W4241819535","doi":"10.1007/978-1-4302-5362-4_11","title":"Accessibility","year":2003,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Web accessibility; European union; World Wide Web; Political science; Web standards; Library science; Business; Web page; Computer science; International trade","score_opus":0.05655760198129185,"score_gpt":0.3187879360052781,"score_spread":0.26223033402398627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241819535","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008186532,0.00028839233,0.0000072645635,0.00013426632,0.0007269701,0.00073841185,0.000099311765,0.000314653,0.99687207],"genre_scores_gemma":[0.046105076,0.000020737447,0.000079451296,0.00042649542,0.00032234992,0.00004116693,0.000016788383,0.00007607011,0.95291185],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99700266,0.00009770383,0.0005739481,0.0008488106,0.0009089878,0.0005678721],"domain_scores_gemma":[0.9978701,0.0002862548,0.00029163444,0.0010322493,0.00022872475,0.00029103528],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007705189,0.00043699943,0.000542973,0.0000956858,0.0004720275,0.00052278716,0.001077334,0.00063842954,0.002140039],"category_scores_gemma":[0.0003365255,0.00044161887,0.0003951962,0.000016789896,0.0022223752,0.0003846123,0.0002441414,0.00044114218,0.0003058352],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011953142,0.000024765011,0.000116229414,0.00008751667,0.000048638354,0.0000045667284,0.001851933,1.023392e-7,0.0000016478423,0.97175175,0.004379933,0.021720994],"study_design_scores_gemma":[0.00006746719,0.000012085991,0.000018086665,0.000056047254,0.000029272995,3.3089418e-7,0.00015345601,9.6887135e-8,0.000030061487,0.44030097,0.5590243,0.00030785665],"about_ca_topic_score_codex":0.0004996201,"about_ca_topic_score_gemma":0.0018961595,"teacher_disagreement_score":0.55464435,"about_ca_system_score_codex":0.00034195432,"about_ca_system_score_gemma":0.00037979314,"threshold_uncertainty_score":0.99980354},"labels":[],"label_agreement":null},{"id":"W4243148337","doi":"10.1007/978-1-4842-3988-9_4","title":"JavaScript Strings","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"String (physics); JavaScript; Computer science; Encryption; Focus (optics); Programming language; Object (grammar); Theoretical computer science; Decoding methods; Encoding (memory); Algorithm; Artificial intelligence; Computer security; Physics; Theoretical physics","score_opus":0.02404695273143644,"score_gpt":0.2286450354130452,"score_spread":0.20459808268160876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243148337","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000041498934,0.00009822987,0.12744075,0.00011517054,0.00029216343,0.00024993558,0.000019021982,0.00014171904,0.87163883],"genre_scores_gemma":[0.0051859696,0.0000060973316,0.004971629,0.0005262107,0.00021326347,0.000018956385,0.000024693885,0.000038293878,0.98901486],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988194,0.0000058785818,0.00021430204,0.00048059967,0.00031835976,0.00016144855],"domain_scores_gemma":[0.99861276,0.0000914313,0.00016217152,0.000941983,0.00011501141,0.00007666337],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000057344165,0.00022415096,0.00021563566,0.00008351808,0.000078703306,0.00016266978,0.0010028187,0.00012242117,0.000033511016],"category_scores_gemma":[0.0000015919336,0.000236253,0.00014536081,0.00001119218,0.000037391794,0.00007304989,0.00045247257,0.00024726675,0.0009028651],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.886906e-7,0.0000034430982,2.3248084e-7,0.000011497521,0.000025622854,0.0000016195296,0.00005647183,0.000026956772,0.00004944283,0.95383674,0.005169065,0.040818337],"study_design_scores_gemma":[0.00007010937,0.0000112163,0.000008398056,0.000029567105,0.00000848742,0.0000027704593,2.4014503e-7,0.0012799775,0.00008098471,0.36802015,0.63028944,0.00019867059],"about_ca_topic_score_codex":0.000013675084,"about_ca_topic_score_gemma":0.0000018236625,"teacher_disagreement_score":0.62512034,"about_ca_system_score_codex":0.000028264212,"about_ca_system_score_gemma":0.00014536899,"threshold_uncertainty_score":0.99987507},"labels":[],"label_agreement":null},{"id":"W4244788843","doi":"10.1007/978-1-4842-4140-0","title":"API Development","year":2018,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Usability; Computer science; Scalability; Reliability (semiconductor); Software engineering; Revenue; World Wide Web; Database; Business; Human–computer interaction; Accounting","score_opus":0.011121128562055757,"score_gpt":0.2049601739427812,"score_spread":0.19383904538072544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244788843","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00005287954,0.00031854303,0.029112965,0.00005112521,0.0011111466,0.00028552394,0.000004637173,0.0004399268,0.9686233],"genre_scores_gemma":[0.0002802576,0.0000042798724,0.031045534,0.002963138,0.0008973263,0.00006111995,0.000040719697,0.000061304265,0.96464634],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99772125,0.000044981516,0.00038168015,0.0008191104,0.00055965275,0.0004733226],"domain_scores_gemma":[0.9979926,0.000096174066,0.00023068552,0.001350644,0.00015267034,0.00017725711],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016580727,0.0004506054,0.00036559286,0.0002096517,0.00022454622,0.00021900232,0.0028391262,0.00031825443,0.000043479933],"category_scores_gemma":[0.0000019221402,0.000398264,0.0001135393,0.000040834242,0.000072500654,0.00009669601,0.001327148,0.00036252927,0.00079073454],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029586829,0.00007212334,0.00000792411,0.00080303714,0.00059522066,0.0001672385,0.02405202,0.0000064074575,0.00025018488,0.43627048,0.12903719,0.40870857],"study_design_scores_gemma":[0.00016362559,0.000039990646,0.000010393644,0.00023380267,0.00001704573,0.000015139925,0.00000454485,0.00007320461,0.0037874097,0.017477823,0.9776934,0.0004836151],"about_ca_topic_score_codex":0.000025296991,"about_ca_topic_score_gemma":0.00013074394,"teacher_disagreement_score":0.84865624,"about_ca_system_score_codex":0.000075116724,"about_ca_system_score_gemma":0.00061750883,"threshold_uncertainty_score":0.99998724},"labels":[],"label_agreement":null},{"id":"W4246639047","doi":"10.1007/978-1-4302-1034-4_14","title":"Using Relational Databases","year":2008,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Army Research Office; Natural Sciences and Engineering Research Council of Canada; National Science Foundation; Advanced Research Projects Agency; National Institute of Standards and Technology; U.S. Department of Homeland Security","keywords":"Relational database; Computer science; Subject (documents); Relational model; Database; Process (computing); Cover (algebra); Information retrieval; World Wide Web; Programming language; Engineering","score_opus":0.23910850154045665,"score_gpt":0.3545598133562548,"score_spread":0.11545131181579815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246639047","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00007551314,0.00025526958,0.0007313758,0.000023333674,0.00012942505,0.00009303313,0.000217694,0.000045554552,0.9984288],"genre_scores_gemma":[0.0026474327,0.00024103516,0.0030257537,0.00011581246,0.00087476807,0.000002324006,0.00022851517,0.000032564712,0.99283177],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998764,0.000039686423,0.0002143216,0.00028568014,0.00049662055,0.00019973503],"domain_scores_gemma":[0.99923337,0.00015669335,0.00017028162,0.0002995725,0.00004666496,0.00009342188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018086145,0.00015045471,0.00021508479,0.0001057769,0.00075277046,0.000043868164,0.00025232765,0.00009244486,0.0005641697],"category_scores_gemma":[0.000046202033,0.00015403402,0.00013889029,0.000007572367,0.00037745695,0.00011448574,0.00015375695,0.00021198421,0.00006772915],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024404212,0.0000037706589,0.000023335375,0.0000064144497,0.00007583053,0.000025009336,0.0012273154,0.000011514327,0.000032780514,0.98453104,0.0063028866,0.0077576577],"study_design_scores_gemma":[0.00003758847,0.0000018766194,0.000011310104,0.00010621781,0.000068553156,0.0000020007267,0.000025353818,0.00005034839,0.00000799538,0.0034826838,0.996015,0.00019107547],"about_ca_topic_score_codex":0.0012238496,"about_ca_topic_score_gemma":0.0008330057,"teacher_disagreement_score":0.9897121,"about_ca_system_score_codex":0.000041232444,"about_ca_system_score_gemma":0.00020810701,"threshold_uncertainty_score":0.62813246},"labels":[],"label_agreement":null},{"id":"W4246907731","doi":"10.1007/978-1-4842-3048-0_6","title":"Insider Threats","year":2017,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Insider; Insider threat; Computer security; Internet privacy; Stigma (botany); Political science; Computer science; Psychology; Law","score_opus":0.04655262930288868,"score_gpt":0.28463496513902364,"score_spread":0.23808233583613497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246907731","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[3.5928247e-7,0.00027364504,0.25059804,0.00003890111,0.00041233937,0.00024077915,0.0000058259484,0.00096039975,0.7474697],"genre_scores_gemma":[0.001537347,0.000060950973,0.030305555,0.00029723122,0.00020777633,0.00005169518,0.0000023117966,0.00006839421,0.96746874],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984509,0.000010292804,0.00025683423,0.0006911416,0.00033157875,0.0002592905],"domain_scores_gemma":[0.9967968,0.00005630424,0.0003804717,0.0025239708,0.00013789284,0.000104548824],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008885011,0.00037537309,0.00036003132,0.00015954605,0.00025642937,0.0002368825,0.001784348,0.00038287116,0.000031248885],"category_scores_gemma":[0.000018977264,0.00037373268,0.00015970039,0.0000028423412,0.00015740913,0.00026156896,0.0009411482,0.00047316012,0.0001661878],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024824842,0.0000021247643,1.9938568e-7,0.00001573409,0.000025900013,0.00007066384,0.00006477868,5.513643e-7,0.00010085092,0.6484928,0.0014943295,0.34972957],"study_design_scores_gemma":[0.000067419525,0.00003426635,0.0000017389829,0.000099769415,0.000008788678,0.000031981624,1.7028044e-7,0.00002216801,0.0083807,0.4942453,0.49680188,0.0003058209],"about_ca_topic_score_codex":0.000013330168,"about_ca_topic_score_gemma":0.000019369201,"teacher_disagreement_score":0.49530756,"about_ca_system_score_codex":0.000057665482,"about_ca_system_score_gemma":0.00006987974,"threshold_uncertainty_score":0.99987143},"labels":[],"label_agreement":null},{"id":"W4250620707","doi":"10.1007/978-1-4842-7092-9_8","title":"Advanced Generators","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"LEAPS; Computer science; Field (mathematics); Artificial intelligence; Engineering; Mathematics; Economics","score_opus":0.02026546735569313,"score_gpt":0.23992047155644164,"score_spread":0.21965500420074852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250620707","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000010972377,0.00033986525,0.16370405,0.00011660687,0.0002690192,0.00014431957,0.000016438824,0.00012415864,0.8352746],"genre_scores_gemma":[0.0036263985,0.000023232662,0.043651395,0.0008250227,0.00038894636,0.00006480398,0.00006974793,0.000051873092,0.9512986],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989091,0.00000848623,0.00020061941,0.00048140858,0.00026198963,0.0001383897],"domain_scores_gemma":[0.9987522,0.00007141242,0.00012749372,0.00080178777,0.00015950989,0.000087633816],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000035951096,0.00020641703,0.00019959727,0.00005515308,0.00011032902,0.00014258143,0.00063614896,0.00010036363,0.00003721491],"category_scores_gemma":[0.000002128071,0.00022533115,0.00013260571,0.000015712065,0.000034393994,0.00005431314,0.0003722302,0.00019427467,0.00011837056],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.4603124e-7,0.0000035878043,5.5471464e-8,0.0000058660885,0.00002125028,0.0000065140175,0.000034091838,0.000088815934,0.00018265394,0.8818463,0.001198209,0.11661228],"study_design_scores_gemma":[0.00007339287,0.000007642448,0.0000024682292,0.000030848547,0.000008279093,0.000004469259,4.2505621e-7,0.0010282251,0.0008271166,0.34350732,0.65427303,0.00023676368],"about_ca_topic_score_codex":0.000002809669,"about_ca_topic_score_gemma":0.000003102906,"teacher_disagreement_score":0.65307486,"about_ca_system_score_codex":0.000025117395,"about_ca_system_score_gemma":0.00014657894,"threshold_uncertainty_score":0.9188737},"labels":[],"label_agreement":null},{"id":"W4251986638","doi":"10.1007/978-1-4842-5943-6_5","title":"Mastering Advanced Language Features, Part 1","year":2020,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software Engineering and Design Patterns","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Computer science; Java; Programming language; Foundation (evidence); Natural language processing; Artificial intelligence; Linguistics; History; Philosophy; Archaeology","score_opus":0.027599799088732873,"score_gpt":0.2623681449923919,"score_spread":0.23476834590365905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251986638","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003882855,0.0009360167,0.00084161496,0.00008701167,0.0010970192,0.00027335057,0.000048973667,0.000644058,0.99603313],"genre_scores_gemma":[0.0133789,0.00004337753,0.0005001518,0.0003464307,0.0013922647,0.00002829702,0.000023893395,0.00009282065,0.98419386],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987796,0.000023846387,0.00017411576,0.0003553248,0.00037608072,0.00029104974],"domain_scores_gemma":[0.9992674,0.00012379047,0.000093179035,0.00029227856,0.000030139932,0.0001932389],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010109553,0.0002604242,0.00028828662,0.00005519547,0.00015886802,0.00008338752,0.00033828395,0.00029469555,0.00025080287],"category_scores_gemma":[0.000058218335,0.00028098252,0.00012685558,0.00000840637,0.00009679334,0.000039476057,0.00008977249,0.00040794528,0.00015145192],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000106170235,0.000014187117,0.000024030483,0.00042914136,0.00039375844,0.0010442224,0.055300582,0.00009703668,0.0010431221,0.5300521,0.06590944,0.34558618],"study_design_scores_gemma":[0.00013048374,0.000021204487,0.0000057793573,0.00023394794,0.000031684922,0.000002150365,0.00016664513,0.000001383836,0.00017173105,0.0013952481,0.9974807,0.0003590721],"about_ca_topic_score_codex":0.00015238221,"about_ca_topic_score_gemma":0.0001282414,"teacher_disagreement_score":0.93157125,"about_ca_system_score_codex":0.000054085554,"about_ca_system_score_gemma":0.00006500518,"threshold_uncertainty_score":0.99996424},"labels":[],"label_agreement":null},{"id":"W4252377907","doi":"10.1007/978-1-4842-3048-0_1","title":"Privileges","year":2017,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Access Control and Trust","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Computer security; Business; Internet privacy; Computer science","score_opus":0.04802006296270558,"score_gpt":0.3103421690964224,"score_spread":0.26232210613371687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252377907","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000007729839,0.00052759924,0.000018664656,0.00023657418,0.00070014707,0.00029366984,0.000025751926,0.00012778056,0.9980621],"genre_scores_gemma":[0.062015265,0.000102065074,0.000026405707,0.00013377969,0.0015329659,0.000019801982,0.0000048025113,0.000038628918,0.9361263],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987724,0.000022954386,0.00016881347,0.00030956176,0.00042764551,0.00029863365],"domain_scores_gemma":[0.9988352,0.000085875334,0.00028128037,0.00056571304,0.00009259232,0.00013932493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020445425,0.00021791624,0.00031525825,0.000055467608,0.00096804224,0.00027873483,0.00090533623,0.00042959218,0.0006757373],"category_scores_gemma":[0.000055563163,0.0002042794,0.00016221087,0.0000010652843,0.0006601657,0.00009670581,0.0001582947,0.0002990817,0.00035005133],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005496029,0.0000021106662,0.0000110092515,0.000009806698,0.000050438706,0.00002313989,0.0007672939,4.3277883e-8,0.0000021460153,0.9137168,0.0027084828,0.08270322],"study_design_scores_gemma":[0.000118582386,0.0000075517737,0.000023056058,0.000079368154,0.000051141506,4.052119e-7,0.000014608202,4.2122312e-7,0.000009501444,0.106980264,0.89248943,0.00022567544],"about_ca_topic_score_codex":0.0010374249,"about_ca_topic_score_gemma":0.0026912184,"teacher_disagreement_score":0.88978094,"about_ca_system_score_codex":0.000035637146,"about_ca_system_score_gemma":0.0001856035,"threshold_uncertainty_score":0.8330272},"labels":[],"label_agreement":null},{"id":"W4252871901","doi":"10.1007/978-1-4842-3627-7_23","title":"Final Recommendations","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Vulnerability (computing); Order (exchange); Computer security; Process (computing); Risk analysis (engineering); Key (lock); Business; Compliance (psychology); Process management; Computer science; Psychology; Finance","score_opus":0.04799270353457188,"score_gpt":0.2595834925456985,"score_spread":0.21159078901112663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252871901","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000023026903,0.000025242321,0.032944195,0.00030398852,0.00074297487,0.00013333873,0.000018186282,0.00019628798,0.9656335],"genre_scores_gemma":[0.00038610777,0.000009840579,0.007441425,0.0015439065,0.00024327762,0.000013831166,0.000032462798,0.000016019185,0.9903131],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99905515,0.000011353957,0.00028052652,0.0002473561,0.0002271955,0.00017841475],"domain_scores_gemma":[0.9988439,0.00003199577,0.0001825642,0.00072244107,0.00013827765,0.00008082457],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001206886,0.00019480483,0.00016072638,0.000112513204,0.00017003436,0.00018225018,0.00088461506,0.00018580127,0.0009075291],"category_scores_gemma":[0.000005107865,0.00019454179,0.000100484125,0.000007684406,0.00007301513,0.00020669133,0.00036502047,0.00025436783,0.0017435852],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010725585,0.000002312382,5.988793e-8,0.0000074187337,0.000014265392,0.0000019428317,0.00087387406,7.448997e-8,9.4424996e-7,0.89105684,0.070373274,0.037667938],"study_design_scores_gemma":[0.00010548816,0.000024158397,0.0000014475335,0.000049934446,0.000007069922,0.000011096344,0.0000025452307,0.0003175357,0.00012106008,0.09356059,0.90558696,0.00021213702],"about_ca_topic_score_codex":0.000005745357,"about_ca_topic_score_gemma":0.000014754117,"teacher_disagreement_score":0.83521366,"about_ca_system_score_codex":0.000030362648,"about_ca_system_score_gemma":0.00008120687,"threshold_uncertainty_score":0.9990337},"labels":[],"label_agreement":null},{"id":"W4253893937","doi":"10.1007/978-1-4842-3988-9_6","title":"JavaScript Objects","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"JavaScript; Unobtrusive JavaScript; Computer science; Programming language; Rich Internet application; Inheritance (genetic algorithm); Focus (optics); World Wide Web; Physics","score_opus":0.19052609828030365,"score_gpt":0.3482883263672424,"score_spread":0.15776222808693874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253893937","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000044344102,0.00024786257,0.000910443,0.000054993972,0.005539286,0.00039205133,0.000085630876,0.00013136279,0.992594],"genre_scores_gemma":[0.0060939644,0.000003826574,0.00032200877,0.0005070481,0.0003029626,0.0000040346495,0.00002904674,0.000044080556,0.992693],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9946124,0.00005235206,0.000809911,0.0016024567,0.002540438,0.0003824575],"domain_scores_gemma":[0.9944892,0.00068862224,0.0004892639,0.0039031128,0.00027466487,0.00015516528],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0025780294,0.00037700223,0.0005653475,0.0005328586,0.00017581054,0.00095653505,0.002613561,0.00023186943,0.0015305901],"category_scores_gemma":[0.0004111697,0.00029401513,0.0003164008,0.000035291916,0.00017373638,0.00009727023,0.001730846,0.00034733594,0.013802856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010527931,0.000006619924,0.000006171727,0.000015790845,0.000057003206,0.000031126656,0.00026998585,0.000022653283,0.000019513305,0.2541286,0.566078,0.17935395],"study_design_scores_gemma":[0.00015648425,0.00002561553,0.0000183832,0.000089000045,0.000033516873,0.000004455681,0.000038685706,0.00022215745,0.000044555414,0.08994413,0.90909916,0.0003238409],"about_ca_topic_score_codex":0.00003021236,"about_ca_topic_score_gemma":0.00003448573,"teacher_disagreement_score":0.34302112,"about_ca_system_score_codex":0.00004182915,"about_ca_system_score_gemma":0.00013239584,"threshold_uncertainty_score":0.9999512},"labels":[],"label_agreement":null},{"id":"W4254615602","doi":"10.1007/978-1-4842-3988-9_9","title":"Sets","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Computer science; JavaScript; Set (abstract data type); Implementation; Programming language; Object (grammar); Theoretical computer science; Software engineering; Artificial intelligence","score_opus":0.023056474110102317,"score_gpt":0.23707116321383373,"score_spread":0.21401468910373142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254615602","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000028354937,0.00013677569,0.027579164,0.000079630096,0.00025128582,0.0003549305,0.000013466107,0.00017791316,0.971404],"genre_scores_gemma":[0.0015035676,0.000014679138,0.002609171,0.000531408,0.0001001353,0.000047374775,0.000010490393,0.000030306368,0.9951529],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989463,0.0000060191314,0.0001841107,0.000467516,0.0002208697,0.0001751577],"domain_scores_gemma":[0.99821216,0.00005440872,0.00012008314,0.0014870975,0.000052245563,0.000074032774],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000054431777,0.00020491358,0.00020709776,0.00007079483,0.00006067517,0.00009424808,0.0011736274,0.00020860939,0.00007184352],"category_scores_gemma":[0.0000013101254,0.00019811661,0.00010942156,0.0000054888064,0.000039547012,0.00005139124,0.00042764877,0.00022475459,0.002097891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.7625819e-7,0.0000022547977,4.8895697e-7,0.000012775453,0.000016712693,0.0000035474984,0.000045903013,0.0000011614909,0.000044402746,0.93684185,0.009011886,0.05401866],"study_design_scores_gemma":[0.00006934802,0.0000144297455,0.0000046475484,0.000039120652,0.000010780215,0.00000676161,2.2692981e-7,0.00023682811,0.00025507913,0.09177296,0.907368,0.00022184034],"about_ca_topic_score_codex":0.00000936361,"about_ca_topic_score_gemma":0.0000042981596,"teacher_disagreement_score":0.8983561,"about_ca_system_score_codex":0.000018589582,"about_ca_system_score_gemma":0.00010528538,"threshold_uncertainty_score":0.9986791},"labels":[],"label_agreement":null},{"id":"W4256343053","doi":"10.1007/978-1-4302-6137-7_8","title":"Interactions","year":2013,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CARE Canada","funders":"","keywords":"Instant messaging; Phone; Internet privacy; Smart phone; Computer science; World Wide Web; Service (business); Short Message Service; Social media; Multimedia; Telecommunications; Business","score_opus":0.03589822312219323,"score_gpt":0.26220444956298916,"score_spread":0.22630622644079593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256343053","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000023001383,0.000034051205,0.04447813,0.0002600012,0.0017637904,0.00029929227,0.000004988051,0.0006157873,0.95252097],"genre_scores_gemma":[0.006923791,0.0000034393324,0.005940289,0.0005319843,0.00022552944,0.00008818016,0.000009309815,0.00004878771,0.9862287],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99854726,0.000015338414,0.0003730538,0.0005764636,0.00022964962,0.0002582168],"domain_scores_gemma":[0.9980043,0.00008809064,0.00035777103,0.001178824,0.00032459776,0.000046390534],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006644872,0.00034756484,0.0002872131,0.00045006524,0.00015905674,0.00018241242,0.0012420156,0.00034953377,0.00087298756],"category_scores_gemma":[0.000015298081,0.0003499395,0.00012599648,0.000017051376,0.00015928064,0.00037247656,0.00059994176,0.0010483228,0.004149187],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000142663,0.0000056736108,1.9790969e-7,0.000008252384,0.00007299642,0.000015381182,0.00012112176,3.3493436e-7,0.00074747694,0.93026805,0.021631887,0.04712723],"study_design_scores_gemma":[0.00008414477,0.00003825693,0.0000036050758,0.00011634195,0.000013749554,0.000067683526,0.0000029615114,0.00024144542,0.003554311,0.16675952,0.8287957,0.00032228883],"about_ca_topic_score_codex":0.000021277829,"about_ca_topic_score_gemma":0.00001639195,"teacher_disagreement_score":0.80716383,"about_ca_system_score_codex":0.00012613992,"about_ca_system_score_gemma":0.000049820595,"threshold_uncertainty_score":0.9998953},"labels":[],"label_agreement":null},{"id":"W4294242386","doi":"10.1007/978-1-4842-8170-3_5","title":"Oracle Machine Learning in Autonomous Database","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Yukon University","funders":"","keywords":"PL/SQL; Oracle; Computer science; Oracle database; Python (programming language); SQL; Oracle Unified Method; Database; Stored procedure; Database schema; Programming language; Database administrator; Data definition language; Database design; Artificial intelligence; Information retrieval; Query by Example","score_opus":0.027457683369596933,"score_gpt":0.2503720400880041,"score_spread":0.2229143567184072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294242386","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000151863715,0.0003071585,0.060949285,0.00022451772,0.00015357202,0.00028704558,0.00008636359,0.00022190093,0.937755],"genre_scores_gemma":[0.029284943,0.00004385537,0.017432747,0.0007032079,0.00022033641,0.00022839913,0.00068202196,0.00010955515,0.95129496],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987791,0.000026735801,0.00025082257,0.00049616053,0.000282739,0.00016444066],"domain_scores_gemma":[0.99895287,0.00015383954,0.00016226282,0.00063143164,0.000035027206,0.00006454693],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014529853,0.00019575508,0.00020043555,0.00015234084,0.00017072966,0.000092146205,0.00083658105,0.000053669217,0.00018303843],"category_scores_gemma":[0.0000045007096,0.00022851716,0.00007583262,0.000028445853,0.000030589577,0.00009636699,0.0010028762,0.00062655995,0.00009011965],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017123947,0.000011637658,0.0000023879795,0.000009274228,0.00001059354,0.00002049418,0.00013132454,0.0010867021,0.000029912819,0.9422248,0.00021520471,0.056255948],"study_design_scores_gemma":[0.00013452303,0.000019364112,0.000015926196,0.000019310175,0.0000058652627,0.000006788581,7.4346735e-7,0.043763753,0.000020903706,0.11967799,0.83608705,0.00024780814],"about_ca_topic_score_codex":0.00019421837,"about_ca_topic_score_gemma":0.00004378734,"teacher_disagreement_score":0.8358718,"about_ca_system_score_codex":0.00006826681,"about_ca_system_score_gemma":0.00014181656,"threshold_uncertainty_score":0.93186593},"labels":[],"label_agreement":null},{"id":"W4294242525","doi":"10.1007/978-1-4842-8170-3_6","title":"Oracle Machine Learning REST Services","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Yukon University","funders":"","keywords":"Rest (music); Oracle; Computer science; Artificial intelligence; World Wide Web; Programming language; Medicine","score_opus":0.058690350309208564,"score_gpt":0.250925460360826,"score_spread":0.19223511005161747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294242525","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001521428,0.0011224747,0.000043925123,0.000128329,0.00085258327,0.000273421,0.0000565261,0.0003749212,0.9969957],"genre_scores_gemma":[0.01940063,0.00019213898,0.00006604751,0.0018608432,0.0024698921,0.00005122223,0.001421111,0.00024409304,0.974294],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980084,0.0000074622717,0.0004079099,0.0006524258,0.0005618244,0.00036203524],"domain_scores_gemma":[0.99860346,0.000048242837,0.00053040485,0.0006494246,0.00014934932,0.000019133891],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00022817552,0.00049063447,0.0004245963,0.00032890018,0.00054806395,0.0004725234,0.0010031248,0.00023031222,0.010370564],"category_scores_gemma":[0.000017938552,0.0004828413,0.00015142547,0.000041102765,0.00010279864,0.0005743665,0.0015509048,0.00091135263,0.0013154828],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014074706,0.00003968597,0.000418589,0.0017587268,0.00018649758,0.00020312598,0.000092734736,0.00010192438,0.00017440485,0.904225,0.0059028906,0.08675571],"study_design_scores_gemma":[0.00013126149,0.000008074736,0.000034442954,0.00021324346,0.00010550182,0.0000063042785,0.000016474369,0.0005831941,0.000025589929,0.009652075,0.9886614,0.0005624365],"about_ca_topic_score_codex":0.0021460052,"about_ca_topic_score_gemma":0.000489482,"teacher_disagreement_score":0.9827585,"about_ca_system_score_codex":0.000032868575,"about_ca_system_score_gemma":0.00002345194,"threshold_uncertainty_score":0.9997623},"labels":[],"label_agreement":null},{"id":"W4312123790","doi":"10.1007/978-1-4842-8710-1_8","title":"Basic Filters and Smart Filters","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Focus (optics); Distortion (music); Filter (signal processing); Computer science; Computer vision; Artificial intelligence; Optics; Physics; Telecommunications","score_opus":0.02201976901032654,"score_gpt":0.1921292520527213,"score_spread":0.17010948304239476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312123790","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00090434484,0.00043964863,0.00008307363,0.0000053059184,0.0022888477,0.00037880635,0.00009659953,0.00035609145,0.9954473],"genre_scores_gemma":[0.08217962,0.0000833205,0.000055948327,0.000113156806,0.00076937396,0.000117330324,0.0000404531,0.0002711834,0.9163696],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99896693,0.000016991447,0.00028839346,0.00028321336,0.00024141176,0.0002030357],"domain_scores_gemma":[0.99942404,0.00006465105,0.00006833645,0.00033453357,0.000017049733,0.00009140993],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001233264,0.00030739533,0.00033992864,0.00017608557,0.00012316229,0.000060222574,0.000115754156,0.00029963977,0.0007139825],"category_scores_gemma":[0.0000051295124,0.00032606578,0.00012468785,0.0000082156375,0.000038265694,0.000040874995,0.00009079643,0.00054206565,0.00004857428],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025015807,0.000014094718,0.00001923403,0.0014484414,0.0016509253,0.00043202288,0.0021136533,0.00229327,0.005654297,0.0695975,0.22659871,0.6899277],"study_design_scores_gemma":[0.00028025097,0.00006029037,0.0000037252364,0.000106208456,0.000045703466,0.000031802458,0.0000125410115,0.0002430294,0.00047500792,0.00036106937,0.99801797,0.00036243064],"about_ca_topic_score_codex":0.000060345563,"about_ca_topic_score_gemma":0.000009052776,"teacher_disagreement_score":0.7714192,"about_ca_system_score_codex":0.00007804821,"about_ca_system_score_gemma":0.000013139539,"threshold_uncertainty_score":0.9999191},"labels":[],"label_agreement":null},{"id":"W4312123793","doi":"10.1007/978-1-4842-8710-1_1","title":"Introduction to Warps","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Distortion (music); Set (abstract data type); Workspace; Object (grammar); Computer science; Computer vision; Computer graphics (images); Pixel; Artificial intelligence; Telecommunications","score_opus":0.01878948816818089,"score_gpt":0.20421829678147924,"score_spread":0.18542880861329836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312123793","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00011555284,0.0001132537,0.0005148125,0.000033894587,0.00618877,0.00045996794,0.000035892,0.0005434886,0.9919944],"genre_scores_gemma":[0.009541475,0.000009227757,0.000046100595,0.000047142697,0.007215823,0.00010264196,0.000026103357,0.0001584121,0.98285306],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989638,0.000012049127,0.0002868023,0.00028964537,0.00027390014,0.00017383529],"domain_scores_gemma":[0.9993931,0.000019374535,0.000048434067,0.00042109517,0.000033602177,0.000084414365],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013636451,0.00024575074,0.00027997873,0.00022108774,0.00010318309,0.000039994382,0.00012401065,0.0002677572,0.0016919186],"category_scores_gemma":[0.000008680505,0.0002675041,0.000116264586,0.000013376142,0.00001037545,0.000030301699,0.000072450166,0.0005113783,0.000476543],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008722875,0.0000052148416,2.3810505e-7,0.00018714405,0.00030135128,0.000038906604,0.00055772974,0.011056024,0.006246708,0.10650026,0.6337962,0.24122296],"study_design_scores_gemma":[0.00010264407,0.00006127355,3.8967298e-7,0.000029455347,0.000024671415,0.0000173543,0.0000057885472,0.00005151403,0.0018254152,0.00047470754,0.99712783,0.00027897433],"about_ca_topic_score_codex":0.000030417359,"about_ca_topic_score_gemma":0.0000064162655,"teacher_disagreement_score":0.3633316,"about_ca_system_score_codex":0.00016291256,"about_ca_system_score_gemma":0.00001238053,"threshold_uncertainty_score":0.9999777},"labels":[],"label_agreement":null},{"id":"W4313230099","doi":"10.1007/978-1-4842-8829-0_5","title":"Working with Shape Warp (Liquify) Tools","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science; Filter (signal processing); Computer graphics (images); Engineering drawing; Warp drive; Computer vision; Engineering; Mathematics","score_opus":0.06299431701081135,"score_gpt":0.2089336341835995,"score_spread":0.14593931717278816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313230099","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00034476368,0.0005498528,0.00033239293,0.000002580411,0.0018850281,0.0005088712,0.00002317274,0.00064709847,0.99570626],"genre_scores_gemma":[0.15735275,0.000042720374,0.00012196975,0.00006627825,0.0016832491,0.00020300406,0.00004535911,0.0004259184,0.84005874],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985857,0.000017121287,0.0003576111,0.00033734879,0.00041947278,0.00028274086],"domain_scores_gemma":[0.9992265,0.00008274058,0.00011454362,0.00045641197,0.000033894517,0.00008591954],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013979025,0.00040034187,0.00044730288,0.00018437272,0.00016186119,0.00012125797,0.0002069136,0.00040911615,0.001116346],"category_scores_gemma":[0.000004881978,0.00036997822,0.00014943448,0.000017525015,0.000030786763,0.000057518362,0.00009011819,0.0008967283,0.00008672939],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004204585,0.000012842258,0.000008696201,0.00043512532,0.0013251958,0.0005787878,0.0010192153,0.007802537,0.0021263969,0.10389523,0.021112865,0.8612626],"study_design_scores_gemma":[0.00031822134,0.00010878799,0.0000010828873,0.00040209875,0.00006034168,0.000042295393,0.000011505138,0.00033797554,0.0006620386,0.0002491932,0.99731445,0.0004919919],"about_ca_topic_score_codex":0.000022058512,"about_ca_topic_score_gemma":0.0000147967985,"teacher_disagreement_score":0.9762016,"about_ca_system_score_codex":0.00013746384,"about_ca_system_score_gemma":0.000030874016,"threshold_uncertainty_score":0.9998752},"labels":[],"label_agreement":null},{"id":"W4313230118","doi":"10.1007/978-1-4842-8829-0_12","title":"Working with Symbol Warping Tools","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Image warping; Symbol (formal); Computer science; Arithmetic; Mathematics; Artificial intelligence; Programming language","score_opus":0.042860588142739096,"score_gpt":0.24056359322480647,"score_spread":0.19770300508206737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313230118","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000004419401,0.0032003543,0.09228235,0.000089927344,0.00034715727,0.0004267823,0.0000048523852,0.0016836819,0.9019605],"genre_scores_gemma":[0.0109509295,0.000027137121,0.30297992,0.0009919106,0.00030653394,0.00015802671,0.000021208845,0.00016818896,0.68439615],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.997955,0.00002511653,0.00027635295,0.00075536495,0.00062954694,0.00035859633],"domain_scores_gemma":[0.99829185,0.00012942264,0.00030894493,0.0011151806,0.000071740025,0.000082843326],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018630971,0.0004122793,0.00038532488,0.00021127444,0.0002777532,0.000477152,0.0021334908,0.0002118043,0.000077661454],"category_scores_gemma":[0.000012788971,0.00035732455,0.000106670464,0.00002820703,0.000084226805,0.00026075717,0.0013528795,0.0009910639,0.000012303218],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007784884,0.0000027809795,0.000001108653,0.000038265214,0.000042709496,0.00023091369,0.0003656327,0.0000017539118,0.000119166245,0.80150586,0.00040788512,0.19727612],"study_design_scores_gemma":[0.00023596048,0.00014836673,6.512488e-7,0.0014047147,0.00006162198,0.00019698318,0.000007760732,0.00020615595,0.0047867578,0.18609643,0.805582,0.0012726329],"about_ca_topic_score_codex":0.000018201632,"about_ca_topic_score_gemma":0.000007424859,"teacher_disagreement_score":0.80517405,"about_ca_system_score_codex":0.0001180774,"about_ca_system_score_gemma":0.00012494129,"threshold_uncertainty_score":0.9998879},"labels":[],"label_agreement":null},{"id":"W4313230402","doi":"10.1007/978-1-4842-8829-0_10","title":"Working with Type Paths","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Digital Communication and Language","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Type (biology); Computer science; Geology","score_opus":0.04890009841765781,"score_gpt":0.22704328689452571,"score_spread":0.17814318847686791,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313230402","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000004470943,0.00052746205,0.00075220887,0.000038167876,0.00014766949,0.00012974773,0.0000022964184,0.00022059672,0.9981774],"genre_scores_gemma":[0.02475505,0.000017558366,0.002206579,0.0007031031,0.000029113362,0.000015736308,0.000018287952,0.000040424766,0.97221416],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99909073,0.000017438182,0.00014173097,0.00029954495,0.00030077566,0.00014977236],"domain_scores_gemma":[0.998311,0.000059480786,0.00012857336,0.0014027698,0.00003670061,0.000061500024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000076651646,0.00018418819,0.00016816401,0.000079169724,0.00011934733,0.00019560577,0.0015662062,0.00006806841,0.00024823484],"category_scores_gemma":[0.0000033472993,0.00016180033,0.000053584066,0.000016798147,0.000050556948,0.00008398817,0.0010007182,0.00036104638,0.000072813724],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050143262,0.0000039586603,8.4693255e-7,0.0000045152597,0.000023392626,0.000044146047,0.00025550116,0.0000020355076,0.0000047338253,0.9384889,0.00048132913,0.060685627],"study_design_scores_gemma":[0.00008376808,0.000060173836,0.0000016547126,0.00006276317,0.00000769239,0.000017042003,0.0000051768025,0.000029340414,0.000022728087,0.006793429,0.9926878,0.00022838479],"about_ca_topic_score_codex":0.000010861395,"about_ca_topic_score_gemma":0.000020163017,"teacher_disagreement_score":0.9922065,"about_ca_system_score_codex":0.00003085972,"about_ca_system_score_gemma":0.00006974496,"threshold_uncertainty_score":0.65980256},"labels":[],"label_agreement":null},{"id":"W4361840222","doi":"10.1007/978-1-4842-9253-2_13","title":"Intelligent Cataloging and Metadata Management","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Haystack; Metadata; Computer science; Data science; Cataloging; Task (project management); Quarter (Canadian coin); Data warehouse; World Wide Web; Big data; Database; Data mining; Engineering; Geography","score_opus":0.046709965675325114,"score_gpt":0.248627541474407,"score_spread":0.20191757579908187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4361840222","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[7.6522116e-7,0.0005875219,0.5268054,0.000027912514,0.0004831221,0.00029958767,0.00010871002,0.0002743137,0.47141266],"genre_scores_gemma":[0.00008086266,0.00033924065,0.029185882,0.0001132884,0.00008998351,0.00004284585,0.00008808032,0.00004924221,0.9700106],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985028,0.000011633018,0.00029240258,0.00067111186,0.00027868382,0.0002434041],"domain_scores_gemma":[0.99844384,0.00006228339,0.00014785008,0.0012231807,0.00003024333,0.000092588445],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017148315,0.00029594102,0.00031522,0.0001542618,0.00012247116,0.00014922152,0.0005890867,0.00009111745,0.00000425618],"category_scores_gemma":[0.00000496592,0.00026714074,0.00006234323,0.000011944764,0.00009122847,0.00028873104,0.0022167081,0.00018712314,0.000100738944],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012794593,0.0000010858643,1.7412981e-7,0.00012358511,0.00008499738,0.00013935288,0.00010063736,0.0000023220957,0.000005755596,0.92068166,0.000787513,0.078071654],"study_design_scores_gemma":[0.00006795364,0.0000144825435,0.0000021439603,0.00030571094,0.000033998338,0.000019804125,0.000015536169,0.00011418267,0.00018550668,0.033102684,0.96580625,0.00033176938],"about_ca_topic_score_codex":0.000041431387,"about_ca_topic_score_gemma":0.00003735436,"teacher_disagreement_score":0.9650187,"about_ca_system_score_codex":0.000022682845,"about_ca_system_score_gemma":0.000015043719,"threshold_uncertainty_score":0.99997807},"labels":[],"label_agreement":null},{"id":"W4379164636","doi":"10.1007/978-1-4842-9367-6_6","title":"Auto Code Generation","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Engineering and Information Technology","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Class (philosophy); Code (set theory); Minor (academic); Computer science; Artificial intelligence; Programming language; Psychology; Art; Humanities; Set (abstract data type)","score_opus":0.03732829573834744,"score_gpt":0.21810820524290228,"score_spread":0.18077990950455483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379164636","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000029372545,0.000035021476,0.29095677,0.00009940741,0.00072157575,0.00009156449,0.000008508642,0.0016034696,0.70648074],"genre_scores_gemma":[0.00077524903,0.000023611765,0.0046626874,0.00018936234,0.00015957303,0.00002445057,0.000023430368,0.00003161388,0.99411005],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99924666,0.0000030045255,0.00022190089,0.00021227903,0.0001703664,0.00014582062],"domain_scores_gemma":[0.99918807,0.000019164134,0.000093379145,0.0006116729,0.000050161118,0.000037570186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000080313795,0.00015775285,0.00015075396,0.00019677675,0.000058956903,0.00008071638,0.00061867665,0.00029010937,0.000008691522],"category_scores_gemma":[0.00000894261,0.00016270837,0.000055542892,0.000010924061,0.000028506085,0.00009704518,0.00023025296,0.00023544984,0.0005903945],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.1950259e-7,4.5528674e-7,2.5137503e-8,0.000012165259,0.000013046986,0.0000040039517,0.00009152939,0.00012679631,0.00014646396,0.95085245,0.008014823,0.0407381],"study_design_scores_gemma":[0.00008383235,0.000029418223,0.0000011841518,0.000044666926,0.0000062312847,0.0000078557005,5.6235785e-7,0.080005854,0.002862596,0.027014995,0.88967097,0.00027185344],"about_ca_topic_score_codex":0.0000028670631,"about_ca_topic_score_gemma":0.000003919998,"teacher_disagreement_score":0.9238375,"about_ca_system_score_codex":0.000025280095,"about_ca_system_score_gemma":0.000026572237,"threshold_uncertainty_score":0.7588524},"labels":[],"label_agreement":null},{"id":"W4379164732","doi":"10.1007/978-1-4842-9367-6_4","title":"Core Generative AI Technology","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Generative grammar; Core (optical fiber); Artificial intelligence; Computer science; Library science; Mathematics education; Psychology; Telecommunications","score_opus":0.07740852184352764,"score_gpt":0.2841523681502863,"score_spread":0.20674384630675868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379164732","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00000920098,0.00017183434,0.06634306,0.0022537718,0.0005367184,0.00048600105,0.000028830696,0.0011840316,0.92898655],"genre_scores_gemma":[0.0011015614,0.000036515936,0.0035509306,0.0011211584,0.00029185688,0.00013246747,0.000012452462,0.00005098291,0.99370205],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99882776,0.0000044831736,0.00020737384,0.0005523222,0.00017218455,0.0002358953],"domain_scores_gemma":[0.99872637,0.000051618877,0.00012504552,0.0009461384,0.00008712406,0.00006370076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000039289538,0.0002421704,0.0002430197,0.00015382854,0.00015808013,0.0000841625,0.0011369663,0.00031943974,0.000012426717],"category_scores_gemma":[0.0000027201763,0.00022397531,0.00008750199,0.00003529892,0.00013723334,0.000038605343,0.00066727225,0.00046298443,0.0003957649],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.382832e-7,0.0000017315143,3.0043978e-7,0.000004089285,0.000021064112,0.000022761895,0.000024421674,0.000014847425,0.0001810702,0.9450189,0.015467452,0.039242942],"study_design_scores_gemma":[0.00005612508,0.00002329489,8.3418223e-7,0.000043924505,0.000009968637,0.000010321158,6.608198e-7,0.0017326872,0.0006554524,0.52478987,0.47245342,0.00022343098],"about_ca_topic_score_codex":0.000003944805,"about_ca_topic_score_gemma":0.000015143305,"teacher_disagreement_score":0.45698598,"about_ca_system_score_codex":0.000017537024,"about_ca_system_score_gemma":0.00004481626,"threshold_uncertainty_score":0.9133448},"labels":[],"label_agreement":null},{"id":"W4382020756","doi":"10.1007/978-1-4842-9470-3_5","title":"Introduction to Simplified Field Notation and JavaScript","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Spreadsheets and End-User Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"JavaScript; Notation; Computer science; Programming language; Field (mathematics); Set (abstract data type); Linguistics; Mathematics; Philosophy","score_opus":0.028501148736751997,"score_gpt":0.23520026639434582,"score_spread":0.20669911765759383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382020756","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00039073007,0.0001277651,0.1965925,0.004220851,0.0054957867,0.0006943748,0.000007628246,0.0011220122,0.79134834],"genre_scores_gemma":[0.0083406195,0.000023835151,0.009664321,0.0020082898,0.0035699129,0.00003475629,0.00001520172,0.00009654457,0.97624654],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985666,0.0000124157195,0.00025820374,0.00067615137,0.00024920033,0.00023742413],"domain_scores_gemma":[0.99892515,0.0001237671,0.00010276812,0.0006556301,0.00007939846,0.00011326528],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001548681,0.00023915184,0.00023643833,0.00019532438,0.00013227768,0.00024510603,0.00044787684,0.0001793397,0.000014068193],"category_scores_gemma":[0.000040608928,0.00024385756,0.00005987403,0.00002246275,0.000021272837,0.00009838676,0.0005456494,0.00024001917,0.00015147656],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010460289,0.0000031018312,0.0000022832678,0.000051923365,0.000050333434,0.00001716754,0.0012215552,0.00008643502,0.00047416662,0.58876395,0.050009135,0.35930952],"study_design_scores_gemma":[0.0002743195,0.00020706173,0.00011243563,0.00021511415,0.000043772372,0.000027933835,0.000014278722,0.0047179936,0.0024854592,0.060432076,0.93069917,0.0007703807],"about_ca_topic_score_codex":0.000070707196,"about_ca_topic_score_gemma":0.000023523198,"teacher_disagreement_score":0.88069004,"about_ca_system_score_codex":0.000024233404,"about_ca_system_score_gemma":0.000025727091,"threshold_uncertainty_score":0.9944223},"labels":[],"label_agreement":null},{"id":"W4382020789","doi":"10.1007/978-1-4842-9470-3_1","title":"A Fundamental Forms Primer","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science; JavaScript; World Wide Web","score_opus":0.25564092268368127,"score_gpt":0.3782616993653066,"score_spread":0.12262077668162535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382020789","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015842865,0.000050436884,0.0006410272,0.00009016536,0.0028311508,0.00038100503,0.00016771437,0.00027762554,0.99540246],"genre_scores_gemma":[0.0044207005,0.0000032591631,0.00023711805,0.00024218456,0.00023172294,0.0000141970395,0.000061027702,0.000058893696,0.9947309],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99488777,0.000026948795,0.0008184116,0.0013686455,0.0024976344,0.00040060066],"domain_scores_gemma":[0.9962629,0.0006038122,0.00041731776,0.0024010877,0.00014672024,0.00016813174],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002478786,0.00034422742,0.00044890644,0.0005644486,0.00026820818,0.0008998082,0.002016836,0.0001829269,0.0009559968],"category_scores_gemma":[0.00024653503,0.00025355048,0.00030692547,0.000052647687,0.00022712025,0.00009833817,0.0021920002,0.0002941861,0.011727288],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015894291,0.000009296475,0.000014105074,0.0000124209555,0.00009086738,0.00005761487,0.0002484802,0.0000097439615,0.000017168652,0.39596772,0.33945966,0.26409703],"study_design_scores_gemma":[0.00014109857,0.000024254257,0.00004461168,0.000065987435,0.000027895025,0.0000035940272,0.00004847579,0.00014341233,0.000029234345,0.20105106,0.798154,0.00026638623],"about_ca_topic_score_codex":0.000032694363,"about_ca_topic_score_gemma":0.000043259854,"teacher_disagreement_score":0.45869434,"about_ca_system_score_codex":0.000049533188,"about_ca_system_score_gemma":0.00006262919,"threshold_uncertainty_score":0.99999166},"labels":[],"label_agreement":null},{"id":"W4382020847","doi":"10.1007/978-1-4842-9470-3_16","title":"Multistate Check Boxes","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Blank; Symbol (formal); Field (mathematics); Arithmetic; Space (punctuation); Computer science; Order (exchange); Mathematics; Engineering; Programming language; Pure mathematics; Operating system","score_opus":0.042120833824591634,"score_gpt":0.241492414812322,"score_spread":0.19937158098773036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382020847","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000041867193,0.00005612827,0.18907501,0.000039635514,0.0006263262,0.00017260193,0.000006804955,0.00070712465,0.80931216],"genre_scores_gemma":[0.00053728156,0.000019427092,0.020192742,0.0003426619,0.00019355144,0.000012688387,0.00001040044,0.000057786794,0.97863346],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99824756,0.0000093682975,0.00060027617,0.00038486475,0.0004460828,0.00031187385],"domain_scores_gemma":[0.998316,0.0001123817,0.0005256097,0.00078581896,0.00015291366,0.000107311535],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026725282,0.00033255765,0.00035911714,0.00020373327,0.00020465399,0.0004513653,0.001199739,0.0002011722,0.000031055908],"category_scores_gemma":[0.00003281856,0.0003199165,0.00013795053,0.00001730768,0.000079536476,0.00025975905,0.0006735455,0.00031811418,0.0008659772],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.114952e-7,0.000003116199,1.7058127e-7,0.0003258118,0.000036430956,0.0000147585,0.0026115715,0.000019398807,0.000009692386,0.9145646,0.0058565745,0.07655698],"study_design_scores_gemma":[0.00031938314,0.000030648705,0.0000032158655,0.00086624845,0.000025834779,0.000027202264,0.000017582937,0.07126859,0.0008535913,0.4116882,0.51403093,0.00086856564],"about_ca_topic_score_codex":0.000008564488,"about_ca_topic_score_gemma":0.0000032505181,"teacher_disagreement_score":0.50817436,"about_ca_system_score_codex":0.000029510507,"about_ca_system_score_gemma":0.000093685754,"threshold_uncertainty_score":0.9999253},"labels":[],"label_agreement":null},{"id":"W4382020988","doi":"10.1007/978-1-4842-9470-3_17","title":"Importing an Image into a Button","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Icon; Image (mathematics); Computer science; Computer graphics (images); Advertising; Visual arts; Computer vision; Art; Business","score_opus":0.03738422829463644,"score_gpt":0.2843548564977202,"score_spread":0.24697062820308374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382020988","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000015884398,0.000028462251,0.21629405,0.00023512835,0.00021305011,0.00044867798,0.000021161406,0.0010690669,0.7816745],"genre_scores_gemma":[0.0018142158,0.00001688186,0.01939799,0.00039861817,0.00036064975,0.00020841722,0.00009477005,0.00015604199,0.9775524],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99793595,0.000022410622,0.0004939076,0.0008102002,0.0004179881,0.00031955022],"domain_scores_gemma":[0.9973734,0.00008473237,0.0004089549,0.0018369374,0.00011226876,0.00018370159],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002947461,0.00032192093,0.0003042944,0.00017305734,0.00023104476,0.00023686491,0.0016915167,0.00027754015,0.000015693773],"category_scores_gemma":[0.000016388343,0.00033914525,0.00013661492,0.00002501826,0.00013565937,0.00019028415,0.001001867,0.00044204452,0.00046589886],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013086677,0.000008187629,3.8572833e-7,0.00004144498,0.000043315256,0.00003828932,0.0007247256,0.0000049988466,0.0014393766,0.9409975,0.0011852939,0.05551518],"study_design_scores_gemma":[0.00024692473,0.00007905536,0.000014786113,0.00023340834,0.000067779205,0.000028762839,0.000021930524,0.007827539,0.003175848,0.73069644,0.2566383,0.00096926856],"about_ca_topic_score_codex":0.00020209159,"about_ca_topic_score_gemma":0.0001121479,"teacher_disagreement_score":0.255453,"about_ca_system_score_codex":0.00007218267,"about_ca_system_score_gemma":0.00011240335,"threshold_uncertainty_score":0.99990606},"labels":[],"label_agreement":null},{"id":"W4382021416","doi":"10.1007/978-1-4842-9470-3_2","title":"Introduction to Actions","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science; JavaScript; Field (mathematics); Human–computer interaction; Programming language; Mathematics; Pure mathematics","score_opus":0.0442979943846288,"score_gpt":0.27266270582152813,"score_spread":0.22836471143689932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382021416","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000016366499,0.0000058448736,0.2855893,0.0035061548,0.0007888256,0.00026653448,0.00002212271,0.00041228472,0.70940727],"genre_scores_gemma":[0.00048519403,0.0000035238745,0.0066843033,0.00033763293,0.002012481,0.00009978243,0.000037253398,0.00004222732,0.9902976],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989025,0.000006622171,0.0001849958,0.0005081431,0.00025709794,0.00014066952],"domain_scores_gemma":[0.99879456,0.000081347636,0.00008728112,0.000790875,0.00013530398,0.00011066289],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006860286,0.00016955851,0.00014516995,0.00017218178,0.00015819003,0.00013469017,0.00056124286,0.00009158705,0.000028640714],"category_scores_gemma":[0.0000064948804,0.00018994696,0.000093733484,0.000040880645,0.000023383303,0.00005900473,0.0003403261,0.00021211113,0.0026383982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.925655e-7,0.0000030282824,1.8225125e-8,0.000004155296,0.000018825382,9.067657e-7,0.00007067796,0.0002905694,0.00011086045,0.88693917,0.053652458,0.058908615],"study_design_scores_gemma":[0.000022905873,0.000010675714,0.0000076151514,0.000010187186,0.0000068382915,0.000002405682,5.0433505e-7,0.0005691009,0.0000812257,0.32677615,0.67237085,0.0001415494],"about_ca_topic_score_codex":0.0000120573195,"about_ca_topic_score_gemma":0.000009564348,"teacher_disagreement_score":0.6187184,"about_ca_system_score_codex":0.00004014903,"about_ca_system_score_gemma":0.00006403485,"threshold_uncertainty_score":0.9981382},"labels":[],"label_agreement":null},{"id":"W4382021464","doi":"10.1007/978-1-4842-9470-3_20","title":"What Are E-Signature Forms and Web Forms?","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Power Systems and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Download; Signature (topology); Computer science; World Wide Web; Information retrieval; Mathematics; Geometry","score_opus":0.016553390005620332,"score_gpt":0.19688977900779606,"score_spread":0.18033638900217572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382021464","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00049676455,0.009475279,0.000050946335,0.000027793487,0.00192005,0.0004534663,0.00011042586,0.0030856256,0.98437965],"genre_scores_gemma":[0.09523293,0.0023667736,0.000036061352,0.000037819536,0.00016273044,0.000079463294,0.000024416051,0.00025555817,0.90180427],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99899894,0.0000015256385,0.00023797655,0.0002833678,0.00018083463,0.00029735963],"domain_scores_gemma":[0.9993136,0.000035527006,0.00007998866,0.00048338552,0.000026115853,0.000061397965],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000552111,0.00039407724,0.00043148996,0.00018618627,0.000056818564,0.00016841022,0.00026834873,0.0008942055,0.000010923855],"category_scores_gemma":[0.000005209556,0.00032147818,0.000103354316,0.00000900358,0.00007175521,0.00015799684,0.00019204606,0.00059686095,0.0000665235],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014146494,0.000004021808,0.000011994396,0.0025883233,0.00090969395,0.00036204915,0.00069028535,0.000046122215,0.00087148277,0.8343742,0.03503188,0.12509581],"study_design_scores_gemma":[0.00022399922,0.00002566677,0.000011921711,0.0017405223,0.00004689468,0.000024354918,0.0001836429,0.00016675313,0.00085852743,0.05476865,0.9413211,0.0006280168],"about_ca_topic_score_codex":0.0000030616457,"about_ca_topic_score_gemma":0.00010759792,"teacher_disagreement_score":0.90628916,"about_ca_system_score_codex":0.000031943404,"about_ca_system_score_gemma":0.000008868987,"threshold_uncertainty_score":0.9999237},"labels":[],"label_agreement":null},{"id":"W4382021478","doi":"10.1007/978-1-4842-9470-3_8","title":"Various JavaScript Alerts, Notes, and Time Stamps","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"JavaScript; Computer science; World Wide Web; Timestamp; Signature (topology); Database; Computer security","score_opus":0.02690067665381843,"score_gpt":0.22759444353267205,"score_spread":0.20069376687885362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382021478","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000064896635,0.00020031321,0.14634524,0.00037648116,0.00028308935,0.00041565843,0.000094206014,0.00048044458,0.85179806],"genre_scores_gemma":[0.0018300379,0.000036993617,0.0065259775,0.0005337543,0.00028433997,0.000054506705,0.0000791547,0.000082050385,0.99057317],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.998655,0.0000118802955,0.00023983761,0.0005783174,0.00031863913,0.00019633415],"domain_scores_gemma":[0.9985895,0.0003211613,0.00013926339,0.00072420016,0.00010341258,0.000122439],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009895821,0.00026263008,0.00025623187,0.00010881576,0.00015517532,0.00022608116,0.00061874173,0.0001398598,0.00001874985],"category_scores_gemma":[0.0000063022285,0.0002788359,0.0000902011,0.000020870302,0.000078303405,0.00006358156,0.0006068529,0.00023808748,0.0006487167],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010005488,0.0000044334893,1.9048896e-7,0.000013641846,0.000041598985,0.000008867017,0.00012566286,0.000020793088,0.00006004607,0.9173897,0.0050618076,0.07727227],"study_design_scores_gemma":[0.00009479589,0.000018003266,0.000022606255,0.0000428543,0.000018455188,0.000008137993,2.3126844e-7,0.00583246,0.00003497718,0.5900576,0.40359223,0.00027767257],"about_ca_topic_score_codex":0.00005815398,"about_ca_topic_score_gemma":0.000008258617,"teacher_disagreement_score":0.39853042,"about_ca_system_score_codex":0.00002261737,"about_ca_system_score_gemma":0.00009584589,"threshold_uncertainty_score":0.9999664},"labels":[],"label_agreement":null},{"id":"W4382056251","doi":"10.1007/978-1-4842-9470-3_9","title":"Create Help for Clients with Rollover Text and Alerts","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Safety Warnings and Signage","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Rollover (web design); Computer science; Data science; Computer security; World Wide Web; Internet privacy","score_opus":0.04176695088223544,"score_gpt":0.2782796567756994,"score_spread":0.23651270589346393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382056251","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008805017,0.00024280424,0.00017341465,0.000036314686,0.00055891235,0.0009007804,0.00017480987,0.00015569355,0.9968768],"genre_scores_gemma":[0.013551805,0.000021608037,0.00007746364,0.00034594163,0.00028898803,0.00016355565,0.000056662066,0.00022002237,0.98527396],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99845594,0.000016550373,0.00026960575,0.0006745977,0.00020010605,0.00038318173],"domain_scores_gemma":[0.9988742,0.00023590168,0.00021858508,0.0004862198,0.00006179287,0.00012332639],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011005631,0.00039754558,0.00047336338,0.00012552657,0.00011753123,0.000045500834,0.00019576964,0.0004289055,0.00044066278],"category_scores_gemma":[0.000008010575,0.00033044536,0.00012890501,0.000006670147,0.00015229025,0.000021837259,0.00010492753,0.00027722341,0.0003265763],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002846428,0.0000555556,0.00054273655,0.00035835864,0.0024711601,0.0005364141,0.0050056814,0.0000057911834,0.00021373457,0.7917875,0.07464494,0.12153171],"study_design_scores_gemma":[0.00235459,0.00044111753,0.0009831176,0.00035381876,0.00030320458,0.000031357748,0.00008550566,0.000008516544,0.000049823433,0.012454316,0.98226535,0.0006692543],"about_ca_topic_score_codex":0.00007371141,"about_ca_topic_score_gemma":0.000037971018,"teacher_disagreement_score":0.90762043,"about_ca_system_score_codex":0.000014697741,"about_ca_system_score_gemma":0.00001948306,"threshold_uncertainty_score":0.99991477},"labels":[],"label_agreement":null},{"id":"W4382056258","doi":"10.1007/978-1-4842-9470-3_18","title":"Multiple Formatting","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Disk formatting; Computer science; World Wide Web; Information retrieval; Operating system","score_opus":0.18502801389475115,"score_gpt":0.34141438434968946,"score_spread":0.1563863704549383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382056258","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000034805165,0.000031684343,0.0006676208,0.000043850945,0.00053027447,0.0005843981,0.0000303299,0.00062578253,0.99745125],"genre_scores_gemma":[0.0005709091,0.000010092686,0.010482264,0.00009612142,0.0002989038,0.000093140465,0.000036850095,0.00020832082,0.9882034],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99838847,0.000013900554,0.00060909643,0.00027638423,0.00040929785,0.00030283508],"domain_scores_gemma":[0.9974982,0.001120203,0.00044070833,0.00069836434,0.0001186934,0.00012384146],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004225615,0.0003425564,0.00042458082,0.00015388022,0.00013103403,0.000102096514,0.00036073683,0.00033744055,0.000365253],"category_scores_gemma":[0.00037229445,0.00032258432,0.00021602954,0.000010422028,0.000064929656,0.000028017017,0.00017910912,0.00039377942,0.0010006216],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003252677,0.000011354334,0.0000010147968,0.0006503016,0.00008597321,0.000005213278,0.0015028284,8.602244e-8,0.0000063916577,0.9590517,0.018818056,0.019863822],"study_design_scores_gemma":[0.00012959586,0.000010498949,1.760045e-7,0.00033103523,0.00005828211,0.0000066348357,0.000039421913,0.00007064332,0.00010337803,0.61914307,0.3798513,0.00025592686],"about_ca_topic_score_codex":0.0000058355135,"about_ca_topic_score_gemma":0.000023795505,"teacher_disagreement_score":0.36103326,"about_ca_system_score_codex":0.000032127908,"about_ca_system_score_gemma":0.000054956563,"threshold_uncertainty_score":0.99992263},"labels":[],"label_agreement":null},{"id":"W4382056271","doi":"10.1007/978-1-4842-9470-3_14","title":"Advanced Navigation: The Pop-Up Menu","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Download; Table (database); Computer science; World Wide Web; Computer graphics (images); Multimedia; Table of contents; Database","score_opus":0.06482916687908917,"score_gpt":0.24340365177436965,"score_spread":0.1785744848952805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382056271","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000060028204,0.00041123337,0.0000028848485,0.0006174807,0.0021050507,0.0002307656,0.00011571284,0.00036605462,0.99609077],"genre_scores_gemma":[0.005098346,0.000027089189,0.000007689241,0.0006679829,0.004003884,0.000043412452,0.0001269501,0.00010596024,0.9899187],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987443,0.000021431053,0.00031484533,0.0003021739,0.00036288405,0.00025434268],"domain_scores_gemma":[0.99895835,0.00025446288,0.00022992726,0.00038169607,0.000120121505,0.0000554182],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002765793,0.0002710461,0.0002463571,0.000057259596,0.0006415819,0.0004439022,0.0005154159,0.00022516843,0.0005003031],"category_scores_gemma":[0.000028348137,0.00019672353,0.00014433922,0.000002962945,0.00031451383,0.00012739794,0.00015598041,0.00094823225,0.00034976014],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004952299,6.541762e-7,1.1551773e-7,0.00004079325,0.00004213104,0.0000059880217,0.009859535,0.0000012778715,0.000003075533,0.9255256,0.048215844,0.01630001],"study_design_scores_gemma":[0.00010814827,0.000011744962,3.184765e-7,0.0003815699,0.000048945243,0.0000033899796,0.00060437,0.0000063253397,0.0000127189605,0.110682674,0.8879084,0.00023138752],"about_ca_topic_score_codex":0.00008919455,"about_ca_topic_score_gemma":0.00007816409,"teacher_disagreement_score":0.8396926,"about_ca_system_score_codex":0.000023507884,"about_ca_system_score_gemma":0.000039596605,"threshold_uncertainty_score":0.8022152},"labels":[],"label_agreement":null},{"id":"W4382056321","doi":"10.1007/978-1-4842-9470-3_12","title":"Working with Dropdown Lists","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"JavaScript; Computer science; World Wide Web; Computer graphics (images)","score_opus":0.043549966432206655,"score_gpt":0.22895724558635472,"score_spread":0.18540727915414806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382056321","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000004413901,0.000059484526,0.039657436,0.00009370924,0.00023063905,0.00033312186,0.0000039966135,0.00054897193,0.95906824],"genre_scores_gemma":[0.004429923,0.000020071227,0.0033299727,0.00023873342,0.0002304217,0.00016940963,0.00001066749,0.000068036104,0.99150276],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998633,0.000007532651,0.000202859,0.00058511994,0.00032301378,0.0002484443],"domain_scores_gemma":[0.99834317,0.00008861263,0.00015050435,0.0012623005,0.000054333574,0.000101084166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007731148,0.00025900855,0.00023506551,0.000117124735,0.00013781333,0.00018363207,0.0011247948,0.00018310304,0.000018082872],"category_scores_gemma":[0.0000018214699,0.00022369246,0.00008115474,0.000023210061,0.000084943385,0.000044584445,0.0004352174,0.00030294826,0.00054576964],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015248377,0.000002723913,0.0000037965726,0.000010784178,0.000035985897,0.000032726042,0.00011858904,0.0000050037224,0.000019822157,0.94656384,0.0024177898,0.050787397],"study_design_scores_gemma":[0.00011586991,0.00003136479,0.000017864335,0.0002566834,0.000025533818,0.000014726321,0.0000010435147,0.00027982309,0.0001711677,0.06966102,0.9290448,0.00038009547],"about_ca_topic_score_codex":0.000021649219,"about_ca_topic_score_gemma":0.00006908437,"teacher_disagreement_score":0.92662704,"about_ca_system_score_codex":0.000017583621,"about_ca_system_score_gemma":0.000081468024,"threshold_uncertainty_score":0.9121914},"labels":[],"label_agreement":null},{"id":"W4382056336","doi":"10.1007/978-1-4842-9470-3_4","title":"Buttons, Navigation, Form, and Nonform Actions","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Lexicography and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science","score_opus":0.06135742057943449,"score_gpt":0.24407611366559553,"score_spread":0.18271869308616104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382056336","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00014677011,0.0005115292,0.0000028676197,0.000062455576,0.0005893999,0.00022580718,0.00030313674,0.0002460043,0.99791205],"genre_scores_gemma":[0.008885272,0.00012880523,0.000012123129,0.00016302773,0.0008699049,0.00005236375,0.00009961419,0.000057343637,0.98973155],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99922,0.0000037328468,0.00021129876,0.00022194172,0.00015987105,0.00018316037],"domain_scores_gemma":[0.99945617,0.00006945557,0.000116164105,0.00021373943,0.00009245371,0.000052040206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005359336,0.00024753212,0.00022899552,0.00013568965,0.00064148294,0.00016212184,0.000101630874,0.000117797776,0.0004034168],"category_scores_gemma":[0.0000045094794,0.00020943435,0.00013651336,0.000002916718,0.0004320622,0.00008274211,0.000100958445,0.00026239545,0.00011186268],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000053155486,0.0000025241231,0.0000010170438,0.00009377963,0.00020523804,0.000010873126,0.026570117,3.2089044e-8,0.0000014967917,0.9562582,0.007669517,0.009181913],"study_design_scores_gemma":[0.000119632954,0.000030271507,0.0000059727963,0.00021719714,0.000108505854,0.000003747229,0.0011910113,8.3955695e-7,0.000015470248,0.074957505,0.9230956,0.00025428654],"about_ca_topic_score_codex":0.0002223022,"about_ca_topic_score_gemma":0.0013605453,"teacher_disagreement_score":0.915426,"about_ca_system_score_codex":0.0000105957,"about_ca_system_score_gemma":0.000016832124,"threshold_uncertainty_score":0.8540485},"labels":[],"label_agreement":null},{"id":"W4382056344","doi":"10.1007/978-1-4842-9470-3_7","title":"Format Calculations","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"JavaScript; Notation; Computer science; Programming language; Field (mathematics); Value (mathematics); Computer graphics (images); World Wide Web; Mathematics; Arithmetic; Pure mathematics","score_opus":0.042692974191690755,"score_gpt":0.26032824220655354,"score_spread":0.21763526801486277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382056344","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[9.9037e-7,0.000018367251,0.2587174,0.00017909244,0.00019396564,0.00018219894,0.000033038687,0.00033385734,0.7403411],"genre_scores_gemma":[0.0024446468,0.0000068589957,0.0059182583,0.00027566013,0.00021921958,0.00007052004,0.00008195881,0.000048818623,0.9909341],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99900156,0.000005374447,0.00022832223,0.0003272825,0.00028566283,0.00015180533],"domain_scores_gemma":[0.9988387,0.00014125432,0.0001273163,0.0007015956,0.00011041424,0.00008069132],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000056439592,0.00018191186,0.00016044146,0.00011349562,0.00017340339,0.00013897853,0.0006748344,0.000107096996,0.0000140953525],"category_scores_gemma":[0.000002594426,0.00019189638,0.00013836037,0.000023189206,0.0000389401,0.0000786309,0.0003914449,0.00018733683,0.0011077481],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.656157e-7,0.0000023075856,9.078646e-8,0.000007460532,0.00002189876,0.0000021591238,0.00008338786,0.00015754976,0.000007920874,0.9699075,0.0054511935,0.024358245],"study_design_scores_gemma":[0.000043784003,0.0000048752754,0.0000126110135,0.000021727326,0.000008464247,0.0000024516182,3.3220167e-7,0.010631468,0.000013098483,0.59789115,0.39120898,0.00016106847],"about_ca_topic_score_codex":0.000012047249,"about_ca_topic_score_gemma":0.00000898868,"teacher_disagreement_score":0.3857578,"about_ca_system_score_codex":0.00002375062,"about_ca_system_score_gemma":0.000078976394,"threshold_uncertainty_score":0.99967},"labels":[],"label_agreement":null},{"id":"W4382056372","doi":"10.1007/978-1-4842-9470-3_3","title":"Creating a QR Code Custom Stamp","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"QR Code Applications and Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Code (set theory); Adobe; Computer science; Computer graphics (images); Adobe photoshop; Operating system; Programming language; Engineering drawing; Engineering; Multimedia; Software","score_opus":0.044248136834915575,"score_gpt":0.2533426725636345,"score_spread":0.20909453572871894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382056372","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000021817346,0.00013805207,0.057051886,0.00017446559,0.00015290361,0.0003210781,0.000039556227,0.0024148915,0.93968534],"genre_scores_gemma":[0.0048478367,0.000062822604,0.015206519,0.00013491052,0.00009872499,0.0001837859,0.000011256603,0.00007781486,0.9793763],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984359,0.0000074912664,0.00029790305,0.00065519166,0.000304493,0.00029902434],"domain_scores_gemma":[0.99785614,0.00015897694,0.00019917969,0.001629913,0.000095637675,0.00006017464],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012306664,0.000297477,0.00030062697,0.00021134067,0.00020954854,0.00021028746,0.0017685319,0.00035062333,0.000014314246],"category_scores_gemma":[0.000020405703,0.00028532743,0.00012120189,0.00003086538,0.00013391367,0.00007186487,0.0011882461,0.00041377568,0.0004942952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.7780144e-7,0.0000027181982,0.0000011320266,0.0000172106,0.000029718454,0.000018260353,0.00010765274,0.0000033259223,0.00008579096,0.9116021,0.0017284331,0.08640298],"study_design_scores_gemma":[0.00012356494,0.00003401852,0.000008201771,0.00016184417,0.000023375394,0.000011071354,0.000012517971,0.0014630792,0.0011679057,0.3667451,0.62977654,0.00047276175],"about_ca_topic_score_codex":0.00004362834,"about_ca_topic_score_gemma":0.00003751595,"teacher_disagreement_score":0.6280481,"about_ca_system_score_codex":0.000041160136,"about_ca_system_score_gemma":0.00007282355,"threshold_uncertainty_score":0.9999599},"labels":[],"label_agreement":null},{"id":"W4382056449","doi":"10.1007/978-1-4842-9470-3_15","title":"Action Wizard and JavaScript","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Wizard; JavaScript; Action (physics); Computer science; Programming language; World Wide Web; Physics","score_opus":0.06934759695228233,"score_gpt":0.2728814547718761,"score_spread":0.20353385781959377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382056449","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000013653199,0.000072082854,0.11127365,0.00027897733,0.00040364885,0.00022990124,0.000019997426,0.00034298524,0.8873651],"genre_scores_gemma":[0.004071714,0.00004452918,0.0031316162,0.00028398336,0.00028745533,0.000046269102,0.000027594782,0.000046889374,0.99205995],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99912477,0.000006628664,0.00015200255,0.00038718164,0.00021601409,0.00011343663],"domain_scores_gemma":[0.99921596,0.00009422345,0.00010145727,0.0004462314,0.00007148532,0.000070618524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000058787115,0.00016294628,0.00014831529,0.00008642501,0.00013407753,0.00014748407,0.00034093647,0.00009917752,0.000005461266],"category_scores_gemma":[0.0000022435686,0.00017412848,0.00006442482,0.000014031648,0.000046229346,0.00006635585,0.000314229,0.0001744741,0.00020510916],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.394994e-7,0.0000016594306,1.8450692e-7,0.000011858758,0.00002107622,0.0000020213536,0.00006489394,0.000010141948,0.00006278044,0.896318,0.0031758635,0.10033085],"study_design_scores_gemma":[0.00005731254,0.000010265983,0.000036289828,0.000027252287,0.0000108765435,0.0000045762854,7.512513e-7,0.0023272124,0.000056333505,0.6162632,0.38104486,0.00016105895],"about_ca_topic_score_codex":0.000016787557,"about_ca_topic_score_gemma":0.0000085227775,"teacher_disagreement_score":0.37786898,"about_ca_system_score_codex":0.000015463127,"about_ca_system_score_gemma":0.000044202567,"threshold_uncertainty_score":0.7100753},"labels":[],"label_agreement":null},{"id":"W4382056842","doi":"10.1007/978-1-4842-9470-3_19","title":"Digital Signatures and Barcodes","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"JavaScript; Computer science; Digital signature; Data science; Computer security; World Wide Web","score_opus":0.02204106553177401,"score_gpt":0.2337449063700228,"score_spread":0.21170384083824878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382056842","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000006446714,0.0001289301,0.038920347,0.00018549517,0.00010818522,0.00016038337,0.000065190114,0.00025510055,0.9601699],"genre_scores_gemma":[0.022350054,0.0000144831465,0.0018664141,0.0001957781,0.00019452313,0.00002797174,0.00004139428,0.0000444291,0.97526497],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99916285,0.000003219556,0.0001357579,0.00037275074,0.00021090433,0.00011449981],"domain_scores_gemma":[0.9992127,0.00020385919,0.00007487495,0.00037772598,0.00005803273,0.000072806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000033211254,0.0001713409,0.00014488048,0.00007511058,0.00009636522,0.00035267725,0.00044138302,0.000095756324,0.0000035440714],"category_scores_gemma":[0.000003603687,0.00016975017,0.00006468395,0.000011605924,0.00006872512,0.00008530233,0.00045726454,0.0001809227,0.0001145407],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.78962e-7,0.000001742741,1.7297583e-7,0.000008347702,0.000018757111,0.0000037441882,0.000045655957,0.000020366011,0.000019337389,0.88611746,0.0015539967,0.11220996],"study_design_scores_gemma":[0.00004683611,0.000010467821,0.000021681999,0.000031934163,0.0000058411138,0.0000024532276,5.2794064e-7,0.0019851043,0.000024807514,0.7328832,0.2648018,0.00018530643],"about_ca_topic_score_codex":0.0000023753375,"about_ca_topic_score_gemma":0.0000014838307,"teacher_disagreement_score":0.26324782,"about_ca_system_score_codex":0.0000071111067,"about_ca_system_score_gemma":0.000038448452,"threshold_uncertainty_score":0.69222116},"labels":[],"label_agreement":null},{"id":"W4385380879","doi":"10.1007/978-1-4842-9642-4_1","title":"Introducing MLOps","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Production (economics); Value (mathematics); Computer science; Data science; Economics; Microeconomics","score_opus":0.08978753504610731,"score_gpt":0.2652977130887233,"score_spread":0.17551017804261598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385380879","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000028937575,0.00011790579,0.00037374854,0.00021326369,0.0024351182,0.0002899956,0.00002983807,0.00061347353,0.9958977],"genre_scores_gemma":[0.0017004623,0.000037788064,0.00009095168,0.001139457,0.0075797266,0.000028111534,0.0002788719,0.00022189155,0.9889227],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979235,0.0000023041337,0.00043304727,0.0007343328,0.0004489707,0.00045783172],"domain_scores_gemma":[0.9984338,0.0000582188,0.00035779865,0.0008955231,0.00023589781,0.000018706784],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00026393365,0.00048581604,0.00044532065,0.00043014696,0.0002048415,0.0004708207,0.00079028733,0.00036534894,0.0012101186],"category_scores_gemma":[0.00008842246,0.00046284476,0.00016207164,0.0000445682,0.00014785634,0.00036734904,0.0008699217,0.0004895824,0.008725141],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021183043,0.0000064127157,0.000014013293,0.00048720345,0.00008311189,0.000056543082,0.000018579087,0.000012044296,0.00009664731,0.82919574,0.08452725,0.08548128],"study_design_scores_gemma":[0.00008705362,0.0000027275019,0.000016727046,0.00042466394,0.00012224982,0.0000031050895,0.0000061847377,0.00010976989,0.00007155467,0.07092556,0.92769283,0.0005375439],"about_ca_topic_score_codex":0.00027628854,"about_ca_topic_score_gemma":0.0001296966,"teacher_disagreement_score":0.8431656,"about_ca_system_score_codex":0.000028209904,"about_ca_system_score_gemma":0.00003437759,"threshold_uncertainty_score":0.9997823},"labels":[],"label_agreement":null},{"id":"W4385384831","doi":"10.1007/978-1-4842-9642-4_8","title":"Data Ethics","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Panopticon; Guard (computer science); Scrutiny; Multinational corporation; Jeremy bentham; Autonomy; Metaphor; Face (sociological concept); Internet privacy; Big data; Sociology; Personally identifiable information; Computer security; Political science; Law; Computer science; Social science; Philosophy","score_opus":0.2786021786855261,"score_gpt":0.38588452254239636,"score_spread":0.10728234385687024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385384831","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000015988496,0.00021828769,0.00021003878,0.0010330204,0.0015897121,0.00042382683,0.0012468841,0.00045992754,0.9948167],"genre_scores_gemma":[0.0003802626,0.00087328546,0.00016266237,0.00038538594,0.0019123626,0.000018666411,0.00065328984,0.00007419038,0.9955399],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979464,0.000116836105,0.00024310676,0.0005967484,0.0007802445,0.00031669796],"domain_scores_gemma":[0.99732023,0.0003858662,0.00017253423,0.0018751298,0.00010920535,0.00013702935],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016349202,0.00021191195,0.00024163818,0.000103347265,0.00078990776,0.00018255839,0.0024647322,0.0009842088,0.00018205677],"category_scores_gemma":[0.0011334273,0.00022994829,0.00006845329,0.000014484666,0.00048207803,0.00017070185,0.002267311,0.0013206033,0.00084557995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000077574905,0.000003710072,6.464495e-7,0.000056322835,0.000047194095,0.000018584924,0.0034773604,6.389881e-8,0.0000057098077,0.92761874,0.053620897,0.0151429875],"study_design_scores_gemma":[0.00005595493,0.0000079659585,0.0000014279551,0.000088312336,0.000037179776,5.05326e-7,0.000083210354,0.0000044697463,0.0000076669285,0.26665607,0.732859,0.00019821254],"about_ca_topic_score_codex":0.0040188865,"about_ca_topic_score_gemma":0.0140493335,"teacher_disagreement_score":0.67923814,"about_ca_system_score_codex":0.000057415393,"about_ca_system_score_gemma":0.00044660116,"threshold_uncertainty_score":0.99993235},"labels":[],"label_agreement":null},{"id":"W4385384972","doi":"10.1007/978-1-4842-9642-4_5","title":"Building Training Pipelines","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"sync; Computer science; Schema (genetic algorithms); Training (meteorology); Pipeline transport; Software engineering; Engineering; Machine learning","score_opus":0.42304336848117446,"score_gpt":0.40915425620366064,"score_spread":0.013889112277513826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385384972","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000675266,0.00007017563,0.010933279,0.0001386716,0.0045954967,0.00023101339,0.00009093794,0.0004128783,0.98346],"genre_scores_gemma":[0.0024659808,0.0000037125524,0.0025516283,0.00019489255,0.0007045038,0.000008248456,0.00001852382,0.00006806186,0.99398446],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99490595,0.000043942688,0.0009611964,0.0014671924,0.002199994,0.0004217079],"domain_scores_gemma":[0.9955286,0.0015146582,0.00046840636,0.0020940604,0.00023732151,0.00015696921],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0043752845,0.00035203752,0.00053584116,0.00075683754,0.00030234552,0.0009794215,0.0022179733,0.00019149335,0.0003053089],"category_scores_gemma":[0.0011697293,0.0002859014,0.00028152164,0.00007078629,0.00018361224,0.000081374514,0.0015546907,0.00033365175,0.0024655065],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004399431,0.000001840388,9.744525e-7,0.000008141037,0.000032636373,0.000045819317,0.0003591406,0.00008211594,0.000024644827,0.354217,0.114319466,0.5309038],"study_design_scores_gemma":[0.00008454697,0.000009130181,0.0000064903124,0.0001309852,0.000025085465,0.0000034272161,0.00007232821,0.0009869293,0.000019193745,0.2988972,0.6995153,0.0002493986],"about_ca_topic_score_codex":0.00002225462,"about_ca_topic_score_gemma":0.000030767835,"teacher_disagreement_score":0.5851958,"about_ca_system_score_codex":0.000025557874,"about_ca_system_score_gemma":0.00007158103,"threshold_uncertainty_score":0.9999593},"labels":[],"label_agreement":null},{"id":"W4387020944","doi":"10.1007/978-1-4842-9792-6","title":"Database-Driven Web Development","year":2023,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Selkirk College","funders":"","keywords":"World Wide Web; Web development; Computer science; Database; Web page","score_opus":0.036883798363843555,"score_gpt":0.25417594531063925,"score_spread":0.2172921469467957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387020944","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000099833815,0.00007859172,0.043905012,0.00009068624,0.00043419804,0.0005790892,0.000059308844,0.00086904597,0.95397407],"genre_scores_gemma":[0.00011445095,0.00001450356,0.015919344,0.0002537098,0.00021074177,0.00055266055,0.00017283416,0.0000510329,0.9827107],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99828017,0.000021418346,0.00031831255,0.0006767391,0.00038963943,0.0003137312],"domain_scores_gemma":[0.997994,0.00011581959,0.00014586496,0.0015469083,0.00006626661,0.00013115292],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012269775,0.00026531765,0.00025051294,0.00015635681,0.00017386628,0.00013543,0.0019686131,0.00017940142,0.00001931144],"category_scores_gemma":[0.0000056704057,0.00026567178,0.00007744721,0.000042242576,0.000052486885,0.00007209125,0.001282446,0.00028872016,0.0024604287],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.967653e-7,0.000018011026,0.0000025537656,0.00009945908,0.00009071103,0.000038191807,0.0003851404,0.0000052507385,0.00080034375,0.35921496,0.5862467,0.053097643],"study_design_scores_gemma":[0.00010176335,0.0000069811,0.0000063882517,0.000121602636,0.000012342456,0.0000037743491,0.0000010892555,0.0011036835,0.00064745935,0.004525844,0.9931497,0.00031935246],"about_ca_topic_score_codex":0.0000061847095,"about_ca_topic_score_gemma":0.000043893993,"teacher_disagreement_score":0.40690297,"about_ca_system_score_codex":0.00008850489,"about_ca_system_score_gemma":0.0010860591,"threshold_uncertainty_score":0.99997956},"labels":[],"label_agreement":null},{"id":"W4387021009","doi":"10.1007/978-1-4842-9792-6_3","title":"Essential MySQL Skills","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Selkirk College","funders":"","keywords":"Scripting language; Cover (algebra); Computer science; Order (exchange); World Wide Web; Programming language; Engineering; Business","score_opus":0.013824913196037614,"score_gpt":0.24796401955775046,"score_spread":0.23413910636171284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387021009","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000131247625,0.00007659171,0.01259556,0.00046643676,0.0011646698,0.00011919974,0.000017407998,0.00086417986,0.98468286],"genre_scores_gemma":[0.0012117252,0.000026624313,0.0024499632,0.00016564535,0.0007120761,0.0000043997065,0.000014143335,0.00007436173,0.99534106],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99834394,0.000017935625,0.00029018655,0.00058525486,0.00044586213,0.00031683946],"domain_scores_gemma":[0.99853635,0.00011795641,0.00018929757,0.000951525,0.00008487477,0.000119998476],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013631856,0.00031146972,0.00034219804,0.00018502041,0.00011825738,0.00021410237,0.0012146506,0.00029965787,0.000028538914],"category_scores_gemma":[0.000021158057,0.00030498797,0.00022486875,0.000017827653,0.00008502829,0.000054985754,0.00066729484,0.0005718922,0.0012894173],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010542765,0.000008684556,0.0000012838565,0.000035518227,0.00008681782,0.00014543901,0.0001709578,0.00004784569,0.00003077144,0.95614874,0.0057577225,0.03756518],"study_design_scores_gemma":[0.00023633862,0.000056663506,0.0000079577685,0.0003352758,0.00007277492,0.000017691273,0.0000021221856,0.004859843,0.00025631086,0.23231326,0.7611393,0.0007025213],"about_ca_topic_score_codex":0.0000133246085,"about_ca_topic_score_gemma":0.0000074536056,"teacher_disagreement_score":0.7553815,"about_ca_system_score_codex":0.000019272135,"about_ca_system_score_gemma":0.00009909098,"threshold_uncertainty_score":0.9999402},"labels":[],"label_agreement":null},{"id":"W4387028403","doi":"10.1007/978-1-4842-9792-6_11","title":"A Database-Driven Menu System","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Selkirk College","funders":"","keywords":"JavaScript; Scripting language; Perl; Computer science; World Wide Web; Feature (linguistics); Database; Programming language","score_opus":0.043714624965611265,"score_gpt":0.2527815450465151,"score_spread":0.20906692008090386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387028403","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000016130166,0.000033072636,0.15248342,0.00009064326,0.00036547187,0.00033026826,0.00013713606,0.0006643186,0.84589404],"genre_scores_gemma":[0.0061375094,0.000007707768,0.0101506775,0.00018543594,0.0004976695,0.00016758482,0.00020728476,0.00010029177,0.98254585],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99856347,0.000013197708,0.0002674474,0.00056603004,0.00040334256,0.00018648458],"domain_scores_gemma":[0.9982899,0.00017495366,0.00018629995,0.0011284469,0.000114902854,0.0001055314],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000087257926,0.0002426798,0.00024750305,0.000117782285,0.00014847571,0.00015583259,0.0011148244,0.00010536077,0.000005536815],"category_scores_gemma":[0.0000021729213,0.00025390642,0.00012895698,0.00002499836,0.000043143256,0.00006618268,0.00074528507,0.00022903614,0.0010626006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.8325926e-7,0.0000028529187,6.220992e-8,0.00005177649,0.000043347038,0.000014711685,0.00007114456,0.00006062062,0.00008523986,0.9881303,0.004302868,0.007236441],"study_design_scores_gemma":[0.00019166201,0.000022216342,0.0000045902048,0.00040164732,0.000047263067,0.000016969485,0.0000033401748,0.051899083,0.000093641225,0.2726444,0.6740796,0.0005955816],"about_ca_topic_score_codex":0.000021609529,"about_ca_topic_score_gemma":0.000007974006,"teacher_disagreement_score":0.7154859,"about_ca_system_score_codex":0.000047563823,"about_ca_system_score_gemma":0.00010714696,"threshold_uncertainty_score":0.9999913},"labels":[],"label_agreement":null},{"id":"W4387028430","doi":"10.1007/978-1-4842-9792-6_9","title":"Installing and Using the Apache Web Server","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Selkirk College","funders":"","keywords":"Web server; World Wide Web; Computer science; Application server; Web page; Web API; Web development; Static web page; Web service; Clickstream; Dynamic web page; Web log analysis software; The Internet; Operating system; Database","score_opus":0.06411923483455169,"score_gpt":0.2554592724260101,"score_spread":0.1913400375914584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387028430","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005739796,0.00029170167,0.031473942,0.00022217592,0.00027431946,0.0006194986,0.000017520728,0.0003537544,0.9661731],"genre_scores_gemma":[0.03338604,0.00014906598,0.0043760706,0.0007718563,0.00040173647,0.000109099514,0.000007776459,0.00010377325,0.9606946],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99904454,0.000012686432,0.00018123364,0.0003856059,0.00020483774,0.0001711163],"domain_scores_gemma":[0.9988326,0.00010645275,0.00011033139,0.0008500382,0.000043130454,0.000057439844],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014781572,0.0001867367,0.00015984781,0.00006282401,0.00023114005,0.00019229813,0.0007315441,0.00015132653,0.0000061436717],"category_scores_gemma":[0.0000029621478,0.00014139106,0.00006747974,0.000016175074,0.00009986868,0.000061287494,0.0006510371,0.00027006114,0.000043961245],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.9743437e-7,0.0000014754775,0.0000020352502,0.000020014431,0.00003233028,0.000005424913,0.00024654213,0.00002143125,0.00029187778,0.98605984,0.00029816513,0.0130203515],"study_design_scores_gemma":[0.0002062642,0.000019083602,0.000016340056,0.00024169253,0.000082552724,0.000033962337,0.0000145533795,0.031778008,0.0003768494,0.18661427,0.780036,0.0005804357],"about_ca_topic_score_codex":0.000036482856,"about_ca_topic_score_gemma":0.00004429603,"teacher_disagreement_score":0.79944557,"about_ca_system_score_codex":0.000015199899,"about_ca_system_score_gemma":0.00007022447,"threshold_uncertainty_score":0.57657605},"labels":[],"label_agreement":null},{"id":"W4387028449","doi":"10.1007/978-1-4842-9792-6_8","title":"Installing and Using the MySQL Database Server","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Selkirk College","funders":"","keywords":"Computer science; Database; Sql server; Oracle; Installation; Database server; SQL; PL/SQL; Log shipping; World Wide Web; Application server; Query by Example; Operating system; Programming language; Internet Authentication Service; Search engine","score_opus":0.06240776482253037,"score_gpt":0.24698632294686257,"score_spread":0.18457855812433221,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387028449","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0061677373,0.00092305057,0.037217695,0.00041249843,0.0015667233,0.0008232065,0.000020283032,0.0009874926,0.9518813],"genre_scores_gemma":[0.0130326,0.00002886348,0.0034766374,0.0007180362,0.00052324845,0.000005373333,0.000006085707,0.000100924815,0.98210824],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985436,0.00002786231,0.0002375597,0.0005587661,0.00036681409,0.00026535452],"domain_scores_gemma":[0.998476,0.00013821803,0.00015461161,0.0011226609,0.000037129903,0.000071337316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034151928,0.000273177,0.00021760719,0.000107411885,0.00034082576,0.00030594267,0.0010528901,0.00010986382,0.0000030790445],"category_scores_gemma":[0.000007419685,0.00020028825,0.000086811,0.000020131234,0.00011026757,0.00001617997,0.002910436,0.00036664974,0.00002441967],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003910492,0.000005689018,0.0000029946332,0.00017560141,0.00018407081,0.00017991714,0.001185302,0.0028931159,0.00005966351,0.94559664,0.00090360554,0.04880948],"study_design_scores_gemma":[0.000532014,0.000053373675,0.000018233637,0.0016361274,0.00019008922,0.00007197802,0.000060994185,0.3568189,0.00013490091,0.04752735,0.5917079,0.0012481138],"about_ca_topic_score_codex":0.00010206115,"about_ca_topic_score_gemma":0.000016321987,"teacher_disagreement_score":0.8980693,"about_ca_system_score_codex":0.000023468227,"about_ca_system_score_gemma":0.000030128218,"threshold_uncertainty_score":0.8167518},"labels":[],"label_agreement":null},{"id":"W4389433970","doi":"10.1007/979-8-8688-0041-2_5","title":"Illustrator’s 2D and 3D Effects for Creating Infographics","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Infographic; Computer science; Data mining","score_opus":0.030311129985255876,"score_gpt":0.256114969964701,"score_spread":0.22580383997944514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389433970","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000014951348,0.00018866907,0.41015306,0.000094001945,0.0002592014,0.0014522523,0.00006092268,0.0005985421,0.5871784],"genre_scores_gemma":[0.0043330505,0.00019602818,0.034979682,0.0007791261,0.000567923,0.00152557,0.00008364417,0.00024214742,0.95729285],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986083,0.000014203646,0.00029228372,0.0005631671,0.00025085645,0.00027117704],"domain_scores_gemma":[0.9980399,0.000714062,0.00022641939,0.00079767144,0.00009584667,0.00012612047],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019367831,0.00029083714,0.00029936753,0.00017201352,0.00027244157,0.00018146593,0.00064302963,0.00033235163,0.0000011115015],"category_scores_gemma":[0.000033227447,0.00029931738,0.000113065165,0.00002365916,0.00016797235,0.00007306734,0.0004573745,0.00029320383,0.000016736487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017799259,0.0000033506535,0.0000012566302,0.00022591425,0.00008222085,0.0000045870916,0.00025884213,0.000009568529,0.000054946806,0.9540985,0.00062788645,0.044631124],"study_design_scores_gemma":[0.00109468,0.000258582,0.000071700284,0.0013960496,0.00031256597,0.000028751965,0.000017495862,0.019725265,0.0011104877,0.46796623,0.5065166,0.0015015987],"about_ca_topic_score_codex":0.00002626351,"about_ca_topic_score_gemma":0.000034428554,"teacher_disagreement_score":0.5058887,"about_ca_system_score_codex":0.000022107384,"about_ca_system_score_gemma":0.00006503375,"threshold_uncertainty_score":0.9999459},"labels":[],"label_agreement":null},{"id":"W4389434006","doi":"10.1007/979-8-8688-0041-2_2","title":"Illustrator’s Graphing Tools: Creating a 2D Infographic – Part 2","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Infographic; Computer science; Computer graphics (images); Engineering drawing; Engineering; Data mining","score_opus":0.06812819639366191,"score_gpt":0.2569800286714773,"score_spread":0.18885183227781538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389434006","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000015249446,0.00012247097,0.047314107,0.00014972528,0.00044517996,0.0006840826,0.00008128643,0.0014092661,0.9497786],"genre_scores_gemma":[0.004381064,0.00019192797,0.003480021,0.0007341068,0.0006804341,0.0006143839,0.00014167995,0.00022537992,0.989551],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972311,0.000035776873,0.0006685517,0.0009201216,0.0006452359,0.00049919344],"domain_scores_gemma":[0.9969197,0.00036692165,0.0004813132,0.001871074,0.000149943,0.00021104976],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00036802993,0.0004911586,0.0004539988,0.0004513399,0.00044507283,0.0005131245,0.0018447466,0.0004577542,0.00002055767],"category_scores_gemma":[0.000041261297,0.000519725,0.00032597446,0.000105368206,0.0002479188,0.000257068,0.00087877334,0.00075025036,0.00021758492],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013355245,0.000006478861,0.0000027053804,0.000052885414,0.00013661188,0.000025588548,0.00039749622,0.000025234029,0.000039603714,0.968284,0.0026146334,0.02841342],"study_design_scores_gemma":[0.00030149185,0.00005598065,0.000040867937,0.0008359742,0.00012914461,0.000029596134,0.00003098069,0.0015670384,0.00020070643,0.19811401,0.7975717,0.0011224936],"about_ca_topic_score_codex":0.0000835553,"about_ca_topic_score_gemma":0.00009524028,"teacher_disagreement_score":0.7949571,"about_ca_system_score_codex":0.000047198784,"about_ca_system_score_gemma":0.00013455757,"threshold_uncertainty_score":0.99972546},"labels":[],"label_agreement":null},{"id":"W4389434054","doi":"10.1007/979-8-8688-0041-2_4","title":"Illustrator’s 2D Effects for Creating Infographics","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Infographic; Focus (optics); Computer science; Data mining; Physics; Optics","score_opus":0.03699998187654588,"score_gpt":0.2652037341543382,"score_spread":0.2282037522777923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389434054","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000003493966,0.000056954417,0.3956577,0.00008428926,0.00034184457,0.0012354918,0.00005903992,0.00072138815,0.60183984],"genre_scores_gemma":[0.0016878031,0.00003963026,0.014355319,0.00054600096,0.0004888278,0.0013054989,0.00010437812,0.00018430044,0.98128825],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982075,0.000017328088,0.0003921076,0.0006537614,0.00036731292,0.00036199877],"domain_scores_gemma":[0.9973105,0.00082138064,0.0003170523,0.0012499137,0.00015824387,0.00014288041],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023221181,0.00035887695,0.00035907063,0.00022542528,0.00030721872,0.00019061114,0.0012654659,0.00042791205,0.0000024825003],"category_scores_gemma":[0.000047812115,0.00037498973,0.00025587517,0.000039000384,0.00014597877,0.00008212046,0.0004926532,0.00038759716,0.00007788615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017733483,0.0000048158254,4.4082367e-7,0.00019033479,0.00010066646,0.000005766061,0.00021397669,0.000017332895,0.00008530247,0.9739643,0.002217182,0.023198128],"study_design_scores_gemma":[0.00059283985,0.0001435328,0.000018010458,0.00070282357,0.00017989817,0.000010944019,0.000009309205,0.005350629,0.001789808,0.44373965,0.5464605,0.0010020185],"about_ca_topic_score_codex":0.000026740725,"about_ca_topic_score_gemma":0.000036562753,"teacher_disagreement_score":0.54424334,"about_ca_system_score_codex":0.00004264385,"about_ca_system_score_gemma":0.00011510105,"threshold_uncertainty_score":0.9998702},"labels":[],"label_agreement":null},{"id":"W4389434062","doi":"10.1007/979-8-8688-0038-2_3","title":"Next Steps with Infographics Using Adobe Creative Cloud","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Infographic; Adobe; Cloud computing; Computer science; World Wide Web; Multimedia; Computer graphics (images); Operating system; Data mining","score_opus":0.14869343562404672,"score_gpt":0.2807293006171674,"score_spread":0.13203586499312067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389434062","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00051351916,0.00017589075,0.001143898,0.000046542835,0.0011042979,0.0006219049,0.00007186589,0.0004898474,0.9958322],"genre_scores_gemma":[0.0178878,0.00015323453,0.000481002,0.0017568887,0.006558433,0.000065399116,0.0005736414,0.0006079707,0.9719156],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976012,0.0000056923427,0.00048898783,0.0007386991,0.00066911743,0.0004962987],"domain_scores_gemma":[0.99789786,0.00007625456,0.00064294523,0.00084756926,0.0005045009,0.00003086213],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019793393,0.00071061356,0.0006151044,0.00065010117,0.00032986407,0.00076436566,0.000761868,0.0004689946,0.0006706324],"category_scores_gemma":[0.000035935165,0.0006005069,0.00018172596,0.00013025902,0.00043939933,0.00078218314,0.000690867,0.0006403695,0.0006126666],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021766666,0.00002537292,0.00016570927,0.0010357851,0.00046453197,0.0002030721,0.00010545858,0.00007227141,0.00006481499,0.95769376,0.007329761,0.03262178],"study_design_scores_gemma":[0.0003503446,0.000021896662,0.000065721455,0.0020304814,0.00063833396,0.000012660744,0.000100441524,0.0006522397,0.00006084665,0.03218456,0.9626446,0.0012378963],"about_ca_topic_score_codex":0.001149726,"about_ca_topic_score_gemma":0.0003894078,"teacher_disagreement_score":0.9553148,"about_ca_system_score_codex":0.000031498555,"about_ca_system_score_gemma":0.000076752825,"threshold_uncertainty_score":0.99964464},"labels":[],"label_agreement":null},{"id":"W4389434102","doi":"10.1007/979-8-8688-0038-2_1","title":"Interactive Infographics with SVG","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Web Applications and Data Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Infographic; Scalable Vector Graphics; Interactivity; Computer science; Graphics; Computer graphics (images); World Wide Web; Multimedia; Data mining","score_opus":0.025920942298022477,"score_gpt":0.2320574104130297,"score_spread":0.20613646811500724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389434102","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000020622304,0.00001634971,0.1160956,0.00011068535,0.00010479786,0.00035852537,0.00003275047,0.00035820622,0.88292104],"genre_scores_gemma":[0.0011298681,0.00003774596,0.010672543,0.00040599637,0.00009395453,0.00016548301,0.000057852718,0.000058568115,0.987378],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987517,0.0000068869144,0.00019896629,0.0005394094,0.00031402515,0.00018899688],"domain_scores_gemma":[0.99809885,0.00007984323,0.00017949111,0.0014759377,0.00009257312,0.00007331384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009343138,0.00024934785,0.00020155114,0.00025923277,0.00009596734,0.00026171695,0.0012655277,0.000109917586,0.000012377497],"category_scores_gemma":[0.0000027795231,0.00021166263,0.00007021972,0.000034652236,0.000091370974,0.00016832314,0.0010030599,0.00028804195,0.00035855127],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035713338,0.0000041684475,8.595688e-7,0.00001868203,0.00009101893,0.00002090437,0.00010224147,0.0000035200985,0.0000018593462,0.96308553,0.0058035622,0.03086407],"study_design_scores_gemma":[0.00012768111,0.000051664687,0.000024294415,0.00012197839,0.00003263911,0.0000046334644,0.0000058329715,0.00031779555,0.00003208409,0.07401825,0.9249555,0.00030768893],"about_ca_topic_score_codex":0.00003637788,"about_ca_topic_score_gemma":0.00005356067,"teacher_disagreement_score":0.9191519,"about_ca_system_score_codex":0.000021810229,"about_ca_system_score_gemma":0.000044554024,"threshold_uncertainty_score":0.8631351},"labels":[],"label_agreement":null},{"id":"W4389434155","doi":"10.1007/979-8-8688-0041-2_6","title":"Creating 3D Infographic Projects and Perspective Basics","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Infographic; Perspective (graphical); Computer science; Artificial intelligence; Data mining","score_opus":0.02663844301141992,"score_gpt":0.22588909730707066,"score_spread":0.19925065429565075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389434155","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00018120208,0.00035174104,0.003880219,0.000011268961,0.00016845376,0.0006168994,0.00007200342,0.0011632692,0.99355495],"genre_scores_gemma":[0.08974098,0.00086930394,0.015939223,0.00012589947,0.0013077474,0.0011312849,0.00013628691,0.0011988998,0.8895504],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989872,0.0000044000026,0.00024390833,0.0003433955,0.00019173819,0.00022934472],"domain_scores_gemma":[0.9992098,0.00011650512,0.00006426213,0.00041004588,0.00012060282,0.00007874493],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006827815,0.00032987315,0.00028494236,0.00020480952,0.000115784205,0.000060867926,0.00016575106,0.00030408692,0.00000874096],"category_scores_gemma":[0.000019823738,0.00037140716,0.000074191266,0.00002049908,0.00010415765,0.00003146161,0.00011530111,0.00047547725,0.000045569504],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000049947053,0.000004644763,0.000017633962,0.0003800856,0.00039705497,0.000014558588,0.005445543,0.0051635723,0.00016532428,0.97493607,0.0004915317,0.012978978],"study_design_scores_gemma":[0.001570493,0.00025440057,0.00029555755,0.0036375886,0.0013985804,0.00006688587,0.0009833105,0.22134541,0.0010262054,0.52734536,0.23628461,0.005791566],"about_ca_topic_score_codex":0.00012826866,"about_ca_topic_score_gemma":0.00012456752,"teacher_disagreement_score":0.4475907,"about_ca_system_score_codex":0.000057188365,"about_ca_system_score_gemma":0.00003102556,"threshold_uncertainty_score":0.9998738},"labels":[],"label_agreement":null},{"id":"W4389746666","doi":"10.1007/979-8-8688-0005-4_3","title":"Scanner Basics","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Arduino and IoT Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Sketch; Infographic; Computer graphics (images); Computer science; Section (typography); Scanner; Logo (programming language); Engineering drawing; Multimedia; Engineering; Artificial intelligence","score_opus":0.02531919104574456,"score_gpt":0.20087013718376315,"score_spread":0.17555094613801858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389746666","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000079795855,0.00013975319,0.0006385827,0.000012923725,0.00041582622,0.00018514742,0.00007615382,0.0009784984,0.9975451],"genre_scores_gemma":[0.0022908677,0.00007114897,0.00014052792,0.000044337536,0.00043839542,0.00006505222,0.000053322892,0.00020598019,0.9966904],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993299,0.0000015024531,0.0001720465,0.00018310848,0.00013462403,0.0001788038],"domain_scores_gemma":[0.9994046,0.00003096209,0.000026453756,0.0004393051,0.000026475425,0.000072172654],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000028285138,0.00022502014,0.00019239188,0.00007275037,0.000051394254,0.000022622426,0.00020276515,0.00025691415,0.00010323672],"category_scores_gemma":[0.0000017011763,0.00024083673,0.000096980584,0.000005847406,0.000045131004,0.00001560075,0.000063595886,0.00028282,0.0017214528],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014059192,0.000001470819,9.931749e-7,0.00010913306,0.00015183192,0.000011382645,0.00014524696,0.00042025326,0.00019235104,0.8812681,0.09109418,0.026603645],"study_design_scores_gemma":[0.00005265632,0.0000040464374,0.000007979942,0.000058498874,0.00004109604,0.0000017292841,0.0000017308608,0.00033760612,0.0003617954,0.02554952,0.9733065,0.00027688505],"about_ca_topic_score_codex":0.000004005428,"about_ca_topic_score_gemma":0.000013125909,"teacher_disagreement_score":0.8822123,"about_ca_system_score_codex":0.000027885018,"about_ca_system_score_gemma":0.000013378985,"threshold_uncertainty_score":0.9990558},"labels":[],"label_agreement":null},{"id":"W4389746675","doi":"10.1007/979-8-8688-0005-4_4","title":"Setting Up Your Workspace","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Workspace; Workflow; Set (abstract data type); Section (typography); Computer science; Tracing; Engineering drawing; World Wide Web; Human–computer interaction; Computer graphics (images); Engineering; Artificial intelligence; Operating system; Database; Programming language","score_opus":0.024574578824021316,"score_gpt":0.21646331027137403,"score_spread":0.19188873144735272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389746675","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000021886886,0.00022793617,0.0019512223,0.000018525861,0.002733809,0.00012961804,0.00002564127,0.0011421089,0.99374926],"genre_scores_gemma":[0.0021828155,0.000041877043,0.00032625656,0.000028620821,0.0005312533,0.000027146118,0.000027159618,0.00014310887,0.99669176],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99927014,0.000004066422,0.00020605377,0.00018950863,0.0001555623,0.00017467713],"domain_scores_gemma":[0.9995628,0.00003305082,0.00005116945,0.00025892034,0.000040288644,0.000053783602],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004596193,0.00024507497,0.00018716394,0.00011297732,0.00005925073,0.00005921499,0.00012458452,0.0003610114,0.000122011],"category_scores_gemma":[0.0000049204727,0.0002604648,0.00010320575,0.000007720972,0.000038667877,0.000030972602,0.000033943445,0.000459746,0.0004447643],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051216025,5.4735943e-7,0.0000027835388,0.0001326358,0.00018745338,0.000015421416,0.00045568042,0.0004975186,0.0002822589,0.6623366,0.028720362,0.30736363],"study_design_scores_gemma":[0.0002019351,0.0000103671755,0.000008960846,0.0006186249,0.00009211563,0.000025982248,0.00008581052,0.001987005,0.0010103037,0.043604158,0.9516527,0.0007020077],"about_ca_topic_score_codex":0.000006650207,"about_ca_topic_score_gemma":0.000022688724,"teacher_disagreement_score":0.9229324,"about_ca_system_score_codex":0.000038317892,"about_ca_system_score_gemma":0.000015638696,"threshold_uncertainty_score":0.99998474},"labels":[],"label_agreement":null},{"id":"W4389746676","doi":"10.1007/979-8-8688-0005-4_5","title":"Working with Artboards and Saving Files","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Tracing; Computer science; Computer graphics (images); Engineering drawing; Operating system; Engineering","score_opus":0.05210189392957284,"score_gpt":0.23401865883912518,"score_spread":0.18191676490955233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389746676","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000013060985,0.00011738358,0.1102854,0.00018247195,0.00012995837,0.00032978153,0.000012015296,0.00052021706,0.88840973],"genre_scores_gemma":[0.0059649,0.000049257287,0.008200531,0.00021425124,0.00016968591,0.00011649662,0.000017293014,0.000087559725,0.98518],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99872994,0.00001081428,0.00019264645,0.00054656685,0.00030166673,0.00021834002],"domain_scores_gemma":[0.9987378,0.00015206877,0.00016234108,0.00081337587,0.000042563588,0.000091830756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001096835,0.00024113043,0.00022953993,0.00011812247,0.00018270164,0.0001950867,0.00061705185,0.00016395291,0.0000063554503],"category_scores_gemma":[0.000004363438,0.00021671252,0.000044549535,0.000018873807,0.00014942854,0.00005402183,0.0005930655,0.00030396224,0.000052823587],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001875472,0.0000021907647,0.000003718898,0.000024129104,0.0000630129,0.00002213794,0.00032291008,0.000018361385,0.000035201287,0.9330709,0.0010253338,0.06541022],"study_design_scores_gemma":[0.0003913519,0.00007683838,0.00014409047,0.0016444854,0.000116386436,0.00007631869,0.000023733057,0.002832907,0.00032891863,0.17922358,0.81403744,0.0011039659],"about_ca_topic_score_codex":0.000025661917,"about_ca_topic_score_gemma":0.00011011804,"teacher_disagreement_score":0.81301206,"about_ca_system_score_codex":0.00002830663,"about_ca_system_score_gemma":0.00005433373,"threshold_uncertainty_score":0.883728},"labels":[],"label_agreement":null},{"id":"W4389746687","doi":"10.1007/979-8-8688-0005-4_6","title":"A Basic Review of Illustrator’s Shape Tools","year":2023,"lang":"en","type":"review","venue":"Apress eBooks","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Infographic; Engineering drawing; Computer science; Computer graphics (images); Engineering; Data mining","score_opus":0.10842519866484848,"score_gpt":0.3130356789026543,"score_spread":0.20461048023780584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389746687","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.1902292e-7,0.9729497,0.00042442087,0.0000017423871,0.00017285363,0.00061416597,0.000077424345,0.00025443718,0.025505168],"genre_scores_gemma":[0.0000015698131,0.99850744,0.00018703444,0.00006351449,0.00014797432,0.0002129872,0.000066387365,0.000095698066,0.0007174201],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987908,0.00006372788,0.00056426786,0.00019016989,0.00020898637,0.000182044],"domain_scores_gemma":[0.99916136,0.000318218,0.0001092509,0.00030588926,0.000034682143,0.00007057887],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013294019,0.0002969109,0.0011453518,0.00010121675,0.000019469051,0.000013661561,0.00032660444,0.00013738121,0.00006665174],"category_scores_gemma":[0.00004309267,0.0002479899,0.00038539513,0.00009428007,0.000028380071,0.000018704799,0.000057439946,0.00026888255,0.00014053853],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.7627991e-7,0.0000012383412,2.6921971e-9,0.2146736,0.00011901423,0.000007258563,0.0000107343785,0.000028692355,2.703164e-7,0.00043338505,0.0029535706,0.7817721],"study_design_scores_gemma":[0.000022915017,0.000008813022,1.5287107e-7,0.13286738,0.00030150288,0.000011590808,4.1899574e-7,0.00007638904,0.000002442577,0.000255134,0.86625016,0.00020309105],"about_ca_topic_score_codex":0.0000013205024,"about_ca_topic_score_gemma":5.1703495e-7,"teacher_disagreement_score":0.8632966,"about_ca_system_score_codex":0.000022439217,"about_ca_system_score_gemma":0.00010824689,"threshold_uncertainty_score":0.99999726},"labels":[],"label_agreement":null},{"id":"W4389764983","doi":"10.1007/979-8-8688-0005-4_8","title":"Working with Illustrator’s Layers and Additional Drawing and Type Tools","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Type (biology); Geology; Paleontology","score_opus":0.0398491754256294,"score_gpt":0.19205081488290923,"score_spread":0.15220163945727982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389764983","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00036004846,0.0004245643,0.0023177487,0.0000140371785,0.00023336138,0.00022497427,0.00016307902,0.00040705118,0.99585515],"genre_scores_gemma":[0.31285122,0.00013205703,0.009421979,0.00040788652,0.0016281845,0.00010556298,0.0009018566,0.0006106026,0.67394066],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99943453,0.0000040354075,0.00010625001,0.00018233816,0.00014773036,0.00012510263],"domain_scores_gemma":[0.9995984,0.00021190471,0.000025713376,0.000082967956,0.000022613634,0.000058405607],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000026616179,0.00019770351,0.00015954432,0.000075056654,0.00007034355,0.000063092935,0.000052579115,0.000118684344,0.00007372081],"category_scores_gemma":[0.000003381202,0.00018344316,0.000020341826,0.000007924706,0.00006752407,0.000025155676,0.000034989538,0.00023620919,0.000014274736],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012134816,0.0000035869296,0.000020492544,0.00045594736,0.001246701,0.000414624,0.0013812763,0.018821383,0.000292803,0.56358063,0.030875716,0.3827855],"study_design_scores_gemma":[0.0006242181,0.00017290903,0.00049270014,0.002273219,0.00021344936,0.00018546036,0.000036561123,0.0039260793,0.00014480265,0.1305043,0.85987854,0.0015477668],"about_ca_topic_score_codex":0.000001178983,"about_ca_topic_score_gemma":0.000009953779,"teacher_disagreement_score":0.82900286,"about_ca_system_score_codex":0.000011375486,"about_ca_system_score_gemma":0.0000225812,"threshold_uncertainty_score":0.7480595},"labels":[],"label_agreement":null},{"id":"W4389788865","doi":"10.1007/978-1-4842-9843-5_7","title":"Test-Driven Development","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Systems Engineering Methodologies and Applications","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Test (biology); Test-driven development; Computer science; Reliability engineering; Engineering; Geology; Programming language","score_opus":0.08135402698870418,"score_gpt":0.24293783834111699,"score_spread":0.1615838113524128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389788865","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000028851575,0.00020804373,0.011706643,0.0000075702105,0.0006746882,0.00035574654,0.00004235314,0.002617058,0.984359],"genre_scores_gemma":[0.0013806124,0.000055927718,0.0117619755,0.000011638185,0.00032186473,0.00025947145,0.000037217545,0.0002746295,0.98589665],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990818,0.0000034168716,0.00030436757,0.00022779606,0.00015235029,0.00023028124],"domain_scores_gemma":[0.9991471,0.0002944315,0.000041467654,0.00043400654,0.000027008064,0.00005599777],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009191074,0.00030022304,0.00030664462,0.000107854285,0.000051415635,0.000026792497,0.0002726869,0.00028365702,0.000026149777],"category_scores_gemma":[0.000021197215,0.00031365245,0.00007918285,0.000009743939,0.000025504818,0.000010146903,0.00008787649,0.0002628803,0.0006077807],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048106504,0.000014163317,0.0000134013335,0.0027449385,0.0014128376,0.000112836045,0.001561296,0.061418116,0.012361079,0.58556676,0.08586284,0.24892691],"study_design_scores_gemma":[0.00007662352,0.0000065787112,0.000025817648,0.00026184227,0.000027988304,0.000006003416,0.00000416047,0.0010139634,0.0018572818,0.0036451127,0.9925967,0.00047792675],"about_ca_topic_score_codex":0.0000023334478,"about_ca_topic_score_gemma":0.0000049996697,"teacher_disagreement_score":0.9067339,"about_ca_system_score_codex":0.000063972795,"about_ca_system_score_gemma":0.000020708192,"threshold_uncertainty_score":0.9999316},"labels":[],"label_agreement":null},{"id":"W4389788884","doi":"10.1007/978-1-4842-9843-5_2","title":"First Steps with Lean","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Computer science","score_opus":0.044153668495410185,"score_gpt":0.21258833421676787,"score_spread":0.16843466572135768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389788884","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000056347322,0.000032449076,0.00021783814,0.0005088931,0.0004338429,0.00058902916,0.000015212623,0.0005812375,0.99756515],"genre_scores_gemma":[0.005773973,0.000012698233,0.000049603867,0.0018746094,0.0016120587,0.00006117465,0.000114189206,0.00020853135,0.99029315],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981033,0.0000026569503,0.00035611814,0.0005811549,0.00056735025,0.00038940317],"domain_scores_gemma":[0.99882793,0.000059444785,0.00029043815,0.0006986329,0.00010302644,0.000020494814],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00025822612,0.00047487512,0.0004399328,0.0003451003,0.00028267453,0.00037934046,0.0005275006,0.00021453215,0.0005913305],"category_scores_gemma":[0.00001138644,0.000415166,0.00015497016,0.00002774246,0.0001533611,0.00021255665,0.0005662428,0.0003582554,0.0037199713],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048723166,0.000009590541,0.000016650365,0.00086704805,0.0001941183,0.00013872373,0.000049169914,0.00005096345,5.222998e-7,0.95853966,0.0352804,0.0048044524],"study_design_scores_gemma":[0.00037960891,0.000014502571,0.000044359065,0.0004611659,0.00021483292,9.81456e-7,0.000040202653,0.00010966294,0.0000019879303,0.06829045,0.92987925,0.0005629802],"about_ca_topic_score_codex":0.0004292966,"about_ca_topic_score_gemma":0.0017226103,"teacher_disagreement_score":0.89459884,"about_ca_system_score_codex":0.000028005206,"about_ca_system_score_gemma":0.000016555961,"threshold_uncertainty_score":0.99983},"labels":[],"label_agreement":null},{"id":"W4389788927","doi":"10.1007/978-1-4842-9843-5_5","title":"MVPs in Practice","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Psychology","score_opus":0.13215055955119828,"score_gpt":0.45399467133031723,"score_spread":0.321844111779119,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389788927","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000008187733,0.00041659974,0.000005908861,0.0033118115,0.0022718597,0.0012103629,0.00008583674,0.00034981748,0.9923396],"genre_scores_gemma":[0.00008974571,0.0005077814,0.00018002704,0.031197276,0.00082866097,0.0002336607,0.000066131644,0.00018433454,0.96671236],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971073,0.0002133014,0.0009738255,0.00051620207,0.00043658918,0.00075275236],"domain_scores_gemma":[0.99555224,0.0027517392,0.0005390039,0.00077765837,0.00019284087,0.00018652262],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000872513,0.00037242676,0.0007211576,0.00033753848,0.0003526034,0.000010250942,0.00038121242,0.0010842712,0.0005978531],"category_scores_gemma":[0.00029013358,0.00036089806,0.00013485165,0.000019190824,0.000067710505,0.00008463787,0.0004585047,0.0027266382,0.0061756023],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013537072,0.000009866429,0.00010815939,0.0009747017,0.000096224954,0.000366128,0.0022121046,3.630383e-7,0.0000058580713,0.6922703,0.28844994,0.015370993],"study_design_scores_gemma":[0.000533106,0.000032996442,0.00016455397,0.0005789003,0.00007308127,0.0000025885042,0.00015579078,8.607586e-7,0.0000015062014,0.025248561,0.97289157,0.0003165047],"about_ca_topic_score_codex":0.00092085183,"about_ca_topic_score_gemma":0.0018159915,"teacher_disagreement_score":0.6844416,"about_ca_system_score_codex":0.0005825855,"about_ca_system_score_gemma":0.0018175929,"threshold_uncertainty_score":0.9998843},"labels":[],"label_agreement":null},{"id":"W4389789474","doi":"10.1007/978-1-4842-9843-5_1","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Secrecy; Agile software development; Computer science; Computer security; Software engineering","score_opus":0.02744423876815219,"score_gpt":0.23714790667988606,"score_spread":0.20970366791173387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389789474","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[4.628631e-7,0.00009713375,0.29228142,0.00050457823,0.0018992168,0.00014936019,0.00000384451,0.0033786623,0.7016853],"genre_scores_gemma":[0.000057224992,0.00005242178,0.026528226,0.000073222654,0.0012130403,0.000022279582,0.0000064257683,0.000055381006,0.9719918],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990715,0.000007639782,0.00015918743,0.0003959472,0.00021469989,0.00015107064],"domain_scores_gemma":[0.9988249,0.00012818608,0.00011355759,0.00083860726,0.000047446916,0.0000473138],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016259825,0.0001913311,0.0001663314,0.00013391294,0.000051836614,0.00012931717,0.000690308,0.00020291204,0.000032460895],"category_scores_gemma":[0.00003221128,0.00019446523,0.00007668552,0.000012050101,0.000023555254,0.00012357328,0.00032888105,0.00034109375,0.00036882248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011304468,9.603027e-7,7.325233e-8,0.00002042036,0.000024804278,0.000018422616,0.000043477492,0.000009674468,0.00001870202,0.8979073,0.04582615,0.05612887],"study_design_scores_gemma":[0.000024320074,0.000024854753,0.0000013309384,0.000035392055,0.000011389183,0.000015407557,1.658818e-7,0.00023040494,0.00034822992,0.09293939,0.90616596,0.000203129],"about_ca_topic_score_codex":0.000009501406,"about_ca_topic_score_gemma":0.0000012781284,"teacher_disagreement_score":0.8603398,"about_ca_system_score_codex":0.000022446276,"about_ca_system_score_gemma":0.00002360999,"threshold_uncertainty_score":0.7930062},"labels":[],"label_agreement":null},{"id":"W4389789510","doi":"10.1007/978-1-4842-9843-5_6","title":"Generating Hypotheses","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Measure (data warehouse); Product (mathematics); Set (abstract data type); Computer science; Artificial intelligence; Mathematics; Data mining; Programming language","score_opus":0.05861181563946072,"score_gpt":0.25506701023926814,"score_spread":0.19645519459980743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389789510","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000037258426,0.00022891606,0.2687948,0.000051384475,0.0007013146,0.00015664709,0.0000070863766,0.0030935497,0.72696257],"genre_scores_gemma":[0.00025246554,0.00005861211,0.1127037,0.00020366035,0.00036401456,0.000034934805,0.0000033160334,0.00009049641,0.8862888],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99892867,0.000011194924,0.00020498056,0.00039661606,0.0002539109,0.00020462569],"domain_scores_gemma":[0.99851286,0.0004447203,0.00014459206,0.00079042476,0.000045515855,0.00006188387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017775963,0.0002488046,0.00021669264,0.00012264642,0.00008883103,0.0002375791,0.0009449558,0.00021589479,0.000016204172],"category_scores_gemma":[0.00005803259,0.00024377591,0.00009959667,0.000011111759,0.000026396963,0.00011386015,0.00048091979,0.0003374347,0.00015786494],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.2253373e-7,0.0000015201351,4.6567573e-7,0.000038466053,0.000048173704,0.000077731616,0.000115455674,0.00008348262,0.00011245999,0.88490766,0.005755655,0.108858],"study_design_scores_gemma":[0.000046862533,0.000040353585,0.0000017392159,0.00019579346,0.00001964986,0.000022330014,5.5748546e-7,0.0041234824,0.00088470127,0.08855989,0.9056234,0.00048128597],"about_ca_topic_score_codex":0.000018439361,"about_ca_topic_score_gemma":0.0000030484057,"teacher_disagreement_score":0.8998677,"about_ca_system_score_codex":0.000017989401,"about_ca_system_score_gemma":0.00003721914,"threshold_uncertainty_score":0.9940893},"labels":[],"label_agreement":null},{"id":"W4389792641","doi":"10.1007/978-1-4842-9843-5_14","title":"More About Games","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Computer science","score_opus":0.044155431688502146,"score_gpt":0.29787784158673036,"score_spread":0.2537224098982282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389792641","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000023188786,0.00030182133,0.0000021632643,0.00016467953,0.0011175127,0.00026953532,0.00006267135,0.00032534276,0.99773306],"genre_scores_gemma":[0.00070601195,0.0002822795,0.000020742671,0.00034145612,0.0009836373,0.000024654068,0.000020047377,0.00007701438,0.99754417],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985547,0.00001124594,0.00019802933,0.00032023643,0.0005530892,0.00036271405],"domain_scores_gemma":[0.9991772,0.00011613608,0.00011844448,0.00030124714,0.000073956966,0.00021300139],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015564235,0.00021831426,0.0002859721,0.00008262046,0.000090438334,0.00015346742,0.00040279946,0.0003566018,0.00021919693],"category_scores_gemma":[0.00006172068,0.00021126636,0.00019246501,0.000009009111,0.00055956515,0.000051185398,0.0001304785,0.00024358426,0.0007693037],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025982774,0.0000020780246,0.000001561307,0.000020349054,0.00003678173,0.000037773352,0.005011793,1.7071633e-7,0.0000015471115,0.6577504,0.013002908,0.32413203],"study_design_scores_gemma":[0.00006763363,0.00001165211,0.00001598942,0.00020408299,0.000031123134,4.1462675e-7,0.00026916116,3.3677006e-7,0.00000892694,0.026839957,0.97230744,0.00024330424],"about_ca_topic_score_codex":0.00017360681,"about_ca_topic_score_gemma":0.000628042,"teacher_disagreement_score":0.9593045,"about_ca_system_score_codex":0.000040351155,"about_ca_system_score_gemma":0.0001822153,"threshold_uncertainty_score":0.98880994},"labels":[],"label_agreement":null},{"id":"W4389792664","doi":"10.1007/978-1-4842-9843-5_12","title":"Creating Ideas for Iterating","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Ideation; Computer science; Process (computing); Stage (stratigraphy); Psychology; Cognitive science","score_opus":0.07750072587862757,"score_gpt":0.3520619419461247,"score_spread":0.27456121606749717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389792664","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000091629125,0.00025411716,0.0005681427,0.00011881692,0.0013518971,0.0005687971,0.00011583815,0.00015787517,0.9967729],"genre_scores_gemma":[0.0031623861,0.000003591839,0.0008820948,0.00028004727,0.0013396727,0.00043136402,0.00027595882,0.00013457006,0.99349034],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988179,0.000014422828,0.0003632752,0.0004379664,0.0001428644,0.00022354623],"domain_scores_gemma":[0.9985988,0.00050967385,0.00027610932,0.00042339257,0.00013291117,0.000059114886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018605308,0.00022471648,0.00023271704,0.00010338913,0.00013639244,0.00006026938,0.00018916013,0.00029318282,0.00036497944],"category_scores_gemma":[0.000048131842,0.00023622254,0.00015579359,0.0000061265387,0.000047755067,0.00001728536,0.000038144295,0.00021041809,0.0004781836],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001385353,0.000005761936,0.0000056927156,0.000054627762,0.000105799416,0.0000019146457,0.002401373,0.0000014502252,0.000071676855,0.9592399,0.009875098,0.028222827],"study_design_scores_gemma":[0.00026507955,0.00005373506,0.00019011024,0.00028010923,0.00009840003,0.00000620237,0.00020596714,0.00002996592,0.00003428191,0.15870029,0.8397768,0.0003590394],"about_ca_topic_score_codex":0.000041709925,"about_ca_topic_score_gemma":0.000013088525,"teacher_disagreement_score":0.8299017,"about_ca_system_score_codex":0.000029683091,"about_ca_system_score_gemma":0.00004050704,"threshold_uncertainty_score":0.9632876},"labels":[],"label_agreement":null},{"id":"W4389792683","doi":"10.1007/978-1-4842-9843-5_3","title":"An Inception in Practice","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Computer science; Engineering","score_opus":0.031991458639425895,"score_gpt":0.29293326922075036,"score_spread":0.2609418105813245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389792683","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000007861345,0.00010449963,0.2170561,0.00015312119,0.0006245816,0.00028928483,0.0000051881416,0.002231895,0.7795275],"genre_scores_gemma":[0.0084365355,0.00043126522,0.29536337,0.00096713577,0.0006707909,0.00017367628,0.000036620535,0.00024998418,0.69367063],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99883956,0.000036290356,0.0002275233,0.00043560442,0.00027574232,0.00018528373],"domain_scores_gemma":[0.99837434,0.0004498657,0.00017944654,0.0008705024,0.00006237512,0.00006344734],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043035057,0.00021064194,0.00018653214,0.00022608128,0.000038422957,0.00017812691,0.00089365855,0.00028006686,0.000007779616],"category_scores_gemma":[0.00008553046,0.00022661673,0.000046702957,0.000023036086,0.000023892839,0.0005892993,0.00024736166,0.00051402923,0.00010889861],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007199775,0.000009219761,0.0000016311607,0.000023339308,0.000019019133,0.00014096787,0.00040076987,0.0000750183,0.00003943404,0.90643173,0.0006908511,0.09216079],"study_design_scores_gemma":[0.00011946941,0.00014082884,0.000032566306,0.00022882807,0.000025562505,0.00003636391,0.000005316341,0.0030825455,0.00015672574,0.08524292,0.9104077,0.00052114174],"about_ca_topic_score_codex":0.00010399894,"about_ca_topic_score_gemma":0.00002120595,"teacher_disagreement_score":0.9097169,"about_ca_system_score_codex":0.000045002726,"about_ca_system_score_gemma":0.00004553328,"threshold_uncertainty_score":0.9241162},"labels":[],"label_agreement":null},{"id":"W4389792760","doi":"10.1007/978-1-4842-9843-5_9","title":"The World Between Design and Build","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Agile software development; Process (computing); Lean software development; Process management; Computer science; Engineering; Manufacturing engineering; Systems engineering; Software engineering; Software development process; Software development; Programming language","score_opus":0.13922430245939385,"score_gpt":0.28360759906980715,"score_spread":0.1443832966104133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389792760","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000015990654,0.0003875817,0.0015966087,0.0004487127,0.00076481764,0.00053648883,0.000022144695,0.00030423113,0.9959234],"genre_scores_gemma":[0.0016411161,0.000088050416,0.00009839162,0.00046682198,0.002744787,0.000037020836,0.00006149329,0.00013182363,0.9947305],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99851894,0.00000575461,0.00033838462,0.00045783023,0.00033887837,0.0003402308],"domain_scores_gemma":[0.9985438,0.00042128374,0.0002823432,0.0005866923,0.00014837275,0.000017519751],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00040059397,0.00037923444,0.0003219228,0.00024025973,0.00047455062,0.00077933806,0.0006915223,0.0001959302,0.000092946146],"category_scores_gemma":[0.00004973479,0.00027226278,0.00007273171,0.000047727834,0.00029868062,0.00022016038,0.00075084926,0.00039335203,0.00085818727],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025726706,0.000002152266,0.00007681079,0.00018197758,0.00011963016,0.000019251587,0.00000890897,0.0000032953112,0.000010716815,0.77845234,0.07293946,0.14815973],"study_design_scores_gemma":[0.00006799852,0.0000026503099,0.00009474165,0.0002473617,0.00014807991,7.981736e-7,0.000002869042,0.00006898857,0.000041331903,0.10213553,0.8968605,0.00032916],"about_ca_topic_score_codex":0.00012548147,"about_ca_topic_score_gemma":0.00018869112,"teacher_disagreement_score":0.823921,"about_ca_system_score_codex":0.000011234996,"about_ca_system_score_gemma":0.00002130266,"threshold_uncertainty_score":0.99997294},"labels":[],"label_agreement":null},{"id":"W4389792855","doi":"10.1007/978-1-4842-9843-5_16","title":"Testing Gameplay","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Human Motion and Animation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Computer science; Character (mathematics); Mathematics; Geometry","score_opus":0.06039103918003908,"score_gpt":0.21883395796975963,"score_spread":0.15844291878972055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389792855","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006748533,0.000035760604,0.000301021,0.000002339696,0.00034067244,0.00010138387,0.000015743977,0.001349232,0.99778634],"genre_scores_gemma":[0.009708605,0.0000058024016,0.00022463484,0.000030130763,0.0003325498,0.000011843182,0.00002551578,0.00015509909,0.9895058],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994185,0.0000026161767,0.00017638969,0.0001385054,0.00012905999,0.00013494684],"domain_scores_gemma":[0.99966145,0.000050918614,0.00003419561,0.00017722916,0.000028688788,0.00004753293],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000046253594,0.0001796187,0.00015208726,0.000096740005,0.000041422063,0.000039590337,0.000100045,0.00016550218,0.00015802008],"category_scores_gemma":[0.000011947336,0.00019890045,0.00005461796,0.0000051021443,0.000020800844,0.00001962205,0.00002860662,0.00023812031,0.0014394355],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000039929887,0.0000043485215,0.000005319305,0.0010316957,0.00026007503,0.00011621033,0.0008904891,0.003026888,0.009237214,0.67767906,0.046217103,0.2615276],"study_design_scores_gemma":[0.00027223802,0.000030972962,0.00013494567,0.0010511475,0.00006958322,0.00001213957,0.0000075378907,0.008695811,0.0008236112,0.03800589,0.94998163,0.0009144656],"about_ca_topic_score_codex":0.0000018664426,"about_ca_topic_score_gemma":0.0000048515963,"teacher_disagreement_score":0.90376455,"about_ca_system_score_codex":0.000024848969,"about_ca_system_score_gemma":0.0000067385267,"threshold_uncertainty_score":0.99933803},"labels":[],"label_agreement":null},{"id":"W4389793049","doi":"10.1007/978-1-4842-9843-5_11","title":"Measuring and Analyzing","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Sensor Technology and Measurement Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"SAFER; Measure (data warehouse); Computer science; Quality (philosophy); Risk analysis (engineering); Data mining; Computer security; Business; Epistemology","score_opus":0.09751628631898047,"score_gpt":0.23137405367447553,"score_spread":0.13385776735549504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389793049","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000981279,0.0007585331,0.00921951,0.000090495596,0.0007942635,0.0002749646,0.0000028613272,0.0012660271,0.98749524],"genre_scores_gemma":[0.03627908,0.000054995773,0.0008944886,0.00008134286,0.00015662801,0.00002136044,0.0000015387564,0.00006158255,0.96244895],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99869436,0.000016179143,0.00023880393,0.00052492565,0.00028836203,0.00023734443],"domain_scores_gemma":[0.99892956,0.00006171102,0.00014586939,0.00073646003,0.000058715865,0.00006770443],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028553905,0.00023963163,0.00029618942,0.00027124878,0.00013610872,0.000086129345,0.0006390499,0.00034393152,0.0000023639782],"category_scores_gemma":[0.000020654184,0.00023884013,0.00007476785,0.000014084567,0.00008286539,0.000057850095,0.00015988134,0.00034005957,0.00010765136],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018512653,0.0000015324893,0.000028178923,0.00007376255,0.00013479049,0.00007493488,0.00018553906,0.0000012725862,0.0025718794,0.9582952,0.0005163472,0.038114715],"study_design_scores_gemma":[0.0012274229,0.00015908002,0.00025930602,0.0030575765,0.0002855141,0.00025630806,0.000027370686,0.0009290788,0.040400736,0.3717178,0.5788889,0.0027909204],"about_ca_topic_score_codex":0.00001330494,"about_ca_topic_score_gemma":0.000017071763,"teacher_disagreement_score":0.5865774,"about_ca_system_score_codex":0.00002418289,"about_ca_system_score_gemma":0.000023160308,"threshold_uncertainty_score":0.9739618},"labels":[],"label_agreement":null},{"id":"W4389816343","doi":"10.1007/978-1-4842-9843-5_13","title":"Consolidating Knowledge Before Expanding","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Computer science","score_opus":0.09853650214646037,"score_gpt":0.422345262365374,"score_spread":0.32380876021891364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389816343","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015858076,0.00013782254,0.00003518972,0.00010641467,0.0026413633,0.0004396618,0.000013035802,0.00034727898,0.99612063],"genre_scores_gemma":[0.028983036,0.000059019218,0.00034909547,0.000048544527,0.00199352,0.000066282475,0.00001815642,0.000104033104,0.9683783],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984133,0.00012498934,0.00029312767,0.00042091316,0.00038654322,0.00036113078],"domain_scores_gemma":[0.9981823,0.00074706343,0.00040146697,0.0003332909,0.00021039716,0.00012549976],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008340153,0.00023346013,0.00026699738,0.00019012595,0.00080478686,0.00019291467,0.00042878755,0.00040714975,0.00025392883],"category_scores_gemma":[0.0005812261,0.0002569097,0.00011552043,0.00002505906,0.00043336363,0.00015819912,0.0001727273,0.00053730933,0.00084340083],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000043732352,0.0000063418274,0.000031119667,0.000039104707,0.00007149084,0.0000050458093,0.04415878,3.0451878e-7,0.00003260375,0.8541778,0.0022402524,0.099232785],"study_design_scores_gemma":[0.000066905435,0.000016934795,0.000011553632,0.0002633187,0.00006380117,0.0000010273963,0.0013333982,0.0000027633043,0.00008921068,0.1531703,0.8447335,0.0002473053],"about_ca_topic_score_codex":0.00034070032,"about_ca_topic_score_gemma":0.0017240332,"teacher_disagreement_score":0.84249324,"about_ca_system_score_codex":0.00030669617,"about_ca_system_score_gemma":0.00047602074,"threshold_uncertainty_score":0.9999883},"labels":[],"label_agreement":null},{"id":"W4389817810","doi":"10.1007/978-1-4842-9843-5_15","title":"Automated Testing with Unity","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Computer science","score_opus":0.07365327430997477,"score_gpt":0.25951624547731744,"score_spread":0.18586297116734268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389817810","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000017337863,0.000024687817,0.031155635,0.000033207543,0.0001956217,0.00026016135,0.000009129505,0.14960861,0.8186956],"genre_scores_gemma":[0.004368435,0.0000019876538,0.2850198,0.00031994173,0.00017286799,0.00006461049,0.000014647385,0.00020771484,0.70983],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99835676,0.0000238384,0.0002619365,0.00061080314,0.0004091145,0.00033752283],"domain_scores_gemma":[0.9973875,0.0008197933,0.0002468715,0.0011967611,0.00023522199,0.00011380864],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002518328,0.00038222352,0.0003413116,0.00021808213,0.00019625494,0.00020836595,0.0011704664,0.00025402653,0.000002293301],"category_scores_gemma":[0.00019625685,0.00032976514,0.000058817357,0.000054172102,0.00012243555,0.000070105896,0.00060888706,0.00047719473,0.000099874174],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017040886,0.000027438642,0.00022560717,0.00037101618,0.00026885507,0.0014413142,0.0007502374,0.00007869264,0.00007490748,0.6526341,0.10667049,0.23744033],"study_design_scores_gemma":[0.00050172256,0.0006152728,0.00028681397,0.0045549404,0.00012259818,0.00038534016,0.0000013173556,0.06499474,0.00066873885,0.8801454,0.045317173,0.0024059934],"about_ca_topic_score_codex":0.00015965107,"about_ca_topic_score_gemma":0.000010242825,"teacher_disagreement_score":0.25386414,"about_ca_system_score_codex":0.000041134695,"about_ca_system_score_gemma":0.00016522787,"threshold_uncertainty_score":0.9999154},"labels":[],"label_agreement":null},{"id":"W4389820246","doi":"10.1007/978-1-4842-9843-5_8","title":"Continuous Integration","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Computer science","score_opus":0.03400279464719108,"score_gpt":0.24864195419249088,"score_spread":0.2146391595452998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389820246","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[8.220831e-7,0.00007005536,0.42023134,0.0000570361,0.0006243309,0.00014183634,0.0000047381977,0.0020739313,0.5767959],"genre_scores_gemma":[0.0007057059,0.00004757882,0.033272255,0.00012396317,0.00018945755,0.00003557403,0.000010023283,0.00006176532,0.9655537],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99909616,0.000009523677,0.00019157089,0.00033322003,0.0002171656,0.00015235682],"domain_scores_gemma":[0.99882174,0.00024219346,0.0001437308,0.00067700364,0.00006535526,0.000049996106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016223322,0.00021491079,0.00020920298,0.00012827858,0.000048468763,0.00018359919,0.00075959746,0.00023842939,0.000013228555],"category_scores_gemma":[0.000041586314,0.00020507882,0.00009042504,0.000010906496,0.000024751937,0.00012252497,0.00028179583,0.00035961036,0.00018856263],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012824236,0.000001121943,1.6843305e-7,0.000012410191,0.000021168233,0.000033609707,0.00009623588,0.0000021827898,0.000037460763,0.8726099,0.0063140253,0.12087044],"study_design_scores_gemma":[0.000055158147,0.000056246485,0.000003158513,0.00019855297,0.000019098252,0.000016611528,8.476255e-7,0.0008374415,0.0010669032,0.15467948,0.84272385,0.00034266457],"about_ca_topic_score_codex":0.000024172574,"about_ca_topic_score_gemma":0.0000051097863,"teacher_disagreement_score":0.8364098,"about_ca_system_score_codex":0.000021017768,"about_ca_system_score_gemma":0.000028014332,"threshold_uncertainty_score":0.83628714},"labels":[],"label_agreement":null},{"id":"W4400000127","doi":"10.1007/979-8-8688-0351-2","title":"Learn Java Fundamentals","year":2024,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Modeling and Simulation Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Java; Computer science; Programming language","score_opus":0.044833733006607826,"score_gpt":0.26986303478472196,"score_spread":0.22502930177811414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400000127","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000013906051,0.0009565613,0.083757095,0.000049139988,0.001840154,0.00024193313,0.000013330811,0.0005444945,0.9125834],"genre_scores_gemma":[0.007694636,0.0000043733603,0.0009336189,0.00018623282,0.00034936558,0.000026419511,0.0000135782075,0.00004679538,0.990745],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981488,0.000052697418,0.00040775788,0.0006416962,0.0004979633,0.0002510915],"domain_scores_gemma":[0.99864775,0.00009559599,0.00013328869,0.0009508367,0.00006668378,0.00010582423],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00027208604,0.00027641156,0.0003433205,0.00016735034,0.000093951225,0.00053668115,0.00095220644,0.00027081664,0.000027078504],"category_scores_gemma":[0.000005538129,0.00025337777,0.00017754354,0.000020299662,0.000039106842,0.00007266797,0.0004374569,0.0003762715,0.001675844],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045185916,0.000013265786,0.0000031584657,0.0006432458,0.00022660641,0.00009089304,0.0034530025,0.0011690992,0.00009403704,0.53928006,0.3792663,0.07575582],"study_design_scores_gemma":[0.00009445449,0.000019990433,2.2506313e-7,0.0003697273,0.000017248649,0.00001561145,0.0000035164514,0.037267853,0.000048856113,0.026393158,0.93547845,0.00029092227],"about_ca_topic_score_codex":0.00002897504,"about_ca_topic_score_gemma":0.0000030314009,"teacher_disagreement_score":0.5562122,"about_ca_system_score_codex":0.00010992439,"about_ca_system_score_gemma":0.00024763544,"threshold_uncertainty_score":0.99999183},"labels":[],"label_agreement":null},{"id":"W4401713708","doi":"10.1007/979-8-8688-0450-2_2","title":"Setting Up Your Photoshop Workspace","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Workspace; Computer science; Computer graphics (images); Artificial intelligence","score_opus":0.03571049155816977,"score_gpt":0.2997816286748025,"score_spread":0.26407113711663277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401713708","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00007421634,0.003125206,0.00006442091,0.00091045385,0.0020257144,0.0007167879,0.00004188194,0.0006273211,0.992414],"genre_scores_gemma":[0.0028755188,0.000043440847,0.00076611695,0.001998536,0.0016206633,0.000035840432,0.00010394231,0.0003546613,0.99220127],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99749756,0.0000068281815,0.000509016,0.0007619779,0.0007431182,0.00048151796],"domain_scores_gemma":[0.9982644,0.00012724569,0.00018121788,0.00095571246,0.00014777221,0.00032367732],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020925958,0.0006279558,0.00082330167,0.0003104903,0.000055340373,0.00012962164,0.00026075612,0.00042711588,0.0003447082],"category_scores_gemma":[0.00009982195,0.0005467044,0.0003116798,0.000018529074,0.0003101799,0.000052493877,0.0002959733,0.0014859042,0.0011479867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038753738,0.0000576703,0.00005224493,0.0050690076,0.0025332696,0.007866197,0.0033332729,0.0000034717318,0.003014578,0.26806003,0.49122527,0.21839744],"study_design_scores_gemma":[0.0007300938,0.00010577191,0.000004629899,0.0086609395,0.00092333136,0.00045185589,0.00007372923,0.000063676125,0.0008776814,0.016016765,0.9715729,0.0005186323],"about_ca_topic_score_codex":0.000016510754,"about_ca_topic_score_gemma":0.00000268323,"teacher_disagreement_score":0.4803476,"about_ca_system_score_codex":0.00012865306,"about_ca_system_score_gemma":0.0001588331,"threshold_uncertainty_score":0.99969846},"labels":[],"label_agreement":null},{"id":"W4401713751","doi":"10.1007/979-8-8688-0450-2_7","title":"Masks, Selections, and Filling in the Gaps: Part 2","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science; Materials science","score_opus":0.019605893581531066,"score_gpt":0.2486195826590782,"score_spread":0.22901368907754713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401713751","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00048661762,0.0003513392,0.000059370923,0.00018895419,0.00007440125,0.00023512133,0.00004484209,0.00001916633,0.99854016],"genre_scores_gemma":[0.12566502,0.000018973029,0.000040014595,0.0001076476,0.0004858904,0.00019326516,0.00002617874,0.000020525604,0.8734425],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99942434,0.0000048149986,0.00012849765,0.00023083703,0.00009263461,0.00011888576],"domain_scores_gemma":[0.9996654,0.0000553668,0.000038348124,0.00020418607,0.00001282636,0.00002387261],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008437175,0.00012031174,0.00010088603,0.000046895355,0.00011667225,0.000107348,0.00015554039,0.00004482311,0.00011747802],"category_scores_gemma":[4.1931023e-7,0.00008937807,0.000048780053,0.000014803975,0.00006589862,0.00002054704,0.00005373454,0.00027281573,0.00006160715],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.1612906e-7,0.0000040724685,0.000031116317,0.000008567963,0.000018191204,9.98351e-7,0.00034101593,0.0000040821287,0.000016883627,0.9835207,0.0034327132,0.012621079],"study_design_scores_gemma":[0.000030411407,0.000006036626,0.000008621242,0.00006401378,0.000032194643,0.0000010501099,0.000064906424,0.000059778544,0.000052559786,0.19127013,0.8083118,0.000098461154],"about_ca_topic_score_codex":0.00007873578,"about_ca_topic_score_gemma":0.000033825538,"teacher_disagreement_score":0.8048791,"about_ca_system_score_codex":0.0000066271837,"about_ca_system_score_gemma":0.000027653718,"threshold_uncertainty_score":0.36447316},"labels":[],"label_agreement":null},{"id":"W4401713847","doi":"10.1007/979-8-8688-0450-2_1","title":"Preparation for Working with Old Historical Photos","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Visual arts; History; Art; Computer graphics (images); Computer science","score_opus":0.06767934272328441,"score_gpt":0.21708962291229958,"score_spread":0.14941028018901517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401713847","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000011791612,0.00008825882,0.00009190834,0.00006928124,0.0005481628,0.00055042753,0.00011061839,0.00012358866,0.99840593],"genre_scores_gemma":[0.024665294,0.0000031315367,0.0000579612,0.00015797994,0.0011566451,0.00020217992,0.00013956397,0.00005824738,0.973559],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992133,0.0000016173219,0.00017279827,0.0002966189,0.00018554176,0.00013014225],"domain_scores_gemma":[0.99966,0.000050624232,0.000076758006,0.00014395792,0.00002894404,0.000039672042],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000022892114,0.0002111235,0.00018066542,0.000087174674,0.00013205482,0.00026916657,0.00011161384,0.000026274896,0.000108248154],"category_scores_gemma":[6.4457475e-7,0.00016263322,0.00013044402,0.0000011071018,0.00009238295,0.00005285188,0.000046248322,0.00011818091,0.000082558414],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007842203,0.000010709181,2.6580175e-8,0.00017879659,0.00017357085,0.0000116398505,0.0014321265,0.0000021122137,7.1030496e-7,0.97627574,0.01454036,0.007295771],"study_design_scores_gemma":[0.000070344766,0.00012482498,1.7689526e-7,0.00025721517,0.00009389441,0.0000010654669,0.000005957123,0.000015299163,0.0000046594378,0.353849,0.645426,0.00015158227],"about_ca_topic_score_codex":0.000022300943,"about_ca_topic_score_gemma":0.0001028905,"teacher_disagreement_score":0.6308856,"about_ca_system_score_codex":0.000079564845,"about_ca_system_score_gemma":0.000014796561,"threshold_uncertainty_score":0.663199},"labels":[],"label_agreement":null},{"id":"W4401713863","doi":"10.1007/979-8-8688-0450-2_6","title":"Masks, Selections, and Filling in the Gaps: Part 1","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Oral History, Memory, Narrative Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science","score_opus":0.05005393851991091,"score_gpt":0.22968825293770323,"score_spread":0.17963431441779232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401713863","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000090744914,0.009558108,0.0000010780656,0.0001599487,0.0005028685,0.00021127402,0.00006906907,0.00005838666,0.98934853],"genre_scores_gemma":[0.010934018,0.0001504843,0.000006423108,0.00033426183,0.0011708757,0.000049417406,0.00002778098,0.000054188873,0.98727256],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99893606,0.000033498927,0.0002835018,0.00035355383,0.00021823305,0.00017514298],"domain_scores_gemma":[0.9994316,0.000089679816,0.000098158285,0.00029129247,0.000055891425,0.000033351036],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016816198,0.00027434167,0.00030411562,0.00024582393,0.00031212397,0.00022150864,0.00018038892,0.000116910385,0.0014188851],"category_scores_gemma":[0.00000632289,0.00019963736,0.00013984824,0.0000066197967,0.0003582704,0.000049186652,0.000042625627,0.0005317025,0.00017294723],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008043588,0.000007401289,0.0000019062871,0.0001189718,0.00020602887,0.000046568744,0.0400146,0.000001619803,0.0000054963452,0.8890448,0.06839813,0.002146424],"study_design_scores_gemma":[0.000060102488,0.000031937157,4.51631e-7,0.00021054634,0.00024814438,0.0000039685733,0.0011635182,0.000015720723,0.000011831864,0.03455323,0.96346855,0.00023197329],"about_ca_topic_score_codex":0.00025298144,"about_ca_topic_score_gemma":0.005461923,"teacher_disagreement_score":0.89507043,"about_ca_system_score_codex":0.00005437474,"about_ca_system_score_gemma":0.000029608273,"threshold_uncertainty_score":0.99949396},"labels":[],"label_agreement":null},{"id":"W4401713902","doi":"10.1007/979-8-8688-0450-2_3","title":"Tools for Photo Restoration: Part 1","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science","score_opus":0.08635275269191393,"score_gpt":0.24073620745962673,"score_spread":0.1543834547677128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401713902","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001575531,0.002021947,0.000010321566,0.00004016872,0.0013555981,0.00040463667,0.0011140553,0.00013820981,0.99475753],"genre_scores_gemma":[0.006044847,0.000034302066,0.0001337548,0.00019874706,0.0008047154,0.000011878206,0.0009342203,0.000016882932,0.99182063],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99896985,0.000011451133,0.00023278798,0.00036460918,0.00020575753,0.00021552133],"domain_scores_gemma":[0.9993449,0.00018672229,0.00007092161,0.00025181012,0.000050666426,0.00009500922],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00017169742,0.0002427244,0.00023902372,0.000034749,0.00014651252,0.00028274892,0.00019556737,0.00023789392,0.0021634328],"category_scores_gemma":[0.00001559968,0.00018980705,0.00015775165,0.000005810137,0.000065197986,0.0000923442,0.00001189541,0.00022061262,0.0010069165],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027012697,0.0000069209364,0.0001814327,0.0009708108,0.0004322851,0.00018534373,0.0010055352,0.00010447863,0.000058940623,0.1464026,0.27472457,0.57565695],"study_design_scores_gemma":[0.000073153926,0.000075037286,0.000044801916,0.00017423795,0.000045808203,0.000006521365,0.00001338585,0.000072732015,0.00004573543,0.017269643,0.9818997,0.00027929372],"about_ca_topic_score_codex":0.000108203385,"about_ca_topic_score_gemma":0.0012729688,"teacher_disagreement_score":0.7071751,"about_ca_system_score_codex":0.000004592863,"about_ca_system_score_gemma":0.000040387087,"threshold_uncertainty_score":0.99977094},"labels":[],"label_agreement":null},{"id":"W4402161694","doi":"10.1007/979-8-8688-0450-2_4","title":"Tools for Photo Restoration: Part 2","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science","score_opus":0.08304486909238673,"score_gpt":0.2401338287480432,"score_spread":0.15708895965565647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402161694","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015616298,0.0020580033,0.00001005242,0.000039888426,0.001363629,0.00040342202,0.0010839993,0.00013804433,0.9947468],"genre_scores_gemma":[0.005929313,0.000035361434,0.00013028481,0.00019872283,0.0008185744,0.000011608896,0.00093870185,0.000016852051,0.9919206],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989702,0.000011446574,0.00023291062,0.00036428822,0.0002056971,0.00021542807],"domain_scores_gemma":[0.9993486,0.00018362662,0.00007103855,0.0002512434,0.0000505343,0.0000949933],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00017059674,0.00024263373,0.00023909248,0.00003472227,0.00014652514,0.0002834699,0.0001954395,0.00023789554,0.0021157165],"category_scores_gemma":[0.000015378686,0.00018973416,0.00015771581,0.00000580483,0.000065196924,0.00009241855,0.000011893444,0.00022055296,0.0009943185],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026422637,0.00000681071,0.00017197541,0.00096590014,0.00042556808,0.0001883429,0.0009908815,0.00010343513,0.00005567073,0.14707519,0.26528114,0.58447087],"study_design_scores_gemma":[0.000073781484,0.00007509134,0.000043978533,0.00017180498,0.000045637218,0.0000065417876,0.000013232378,0.00007219889,0.00004542512,0.017437039,0.98173654,0.00027875084],"about_ca_topic_score_codex":0.00010948555,"about_ca_topic_score_gemma":0.0012818142,"teacher_disagreement_score":0.7164554,"about_ca_system_score_codex":0.000004594409,"about_ca_system_score_gemma":0.000040175997,"threshold_uncertainty_score":0.9997835},"labels":[],"label_agreement":null},{"id":"W4402161698","doi":"10.1007/979-8-8688-0450-2_8","title":"Masks, Selections, and Filling in the Gaps: Part 3","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Materials science","score_opus":0.5578029827235266,"score_gpt":0.5770521289308005,"score_spread":0.019249146207273915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402161698","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00037893315,0.0028837873,0.00001615153,0.00026199987,0.0002706418,0.00041743522,0.000016104168,0.000062846084,0.9956921],"genre_scores_gemma":[0.010764918,0.00049423164,0.00012841317,0.00018773376,0.0006291831,0.00012917169,0.0000024904589,0.000037993035,0.98762584],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998095,0.00039212222,0.00021837158,0.00032717278,0.00058078184,0.00038656226],"domain_scores_gemma":[0.99870324,0.00085322943,0.000052217827,0.00023062437,0.00004776112,0.00011291514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030403102,0.00016176209,0.00020028805,0.00013627946,0.0003519663,0.00022632953,0.00031552796,0.00024420526,0.00015724955],"category_scores_gemma":[0.00029048233,0.00012666844,0.000064831096,0.000030395158,0.00053208537,0.00004538986,0.00010027065,0.0007280633,0.00007774873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000075361054,0.00000545438,0.000025479383,0.00006046552,0.000043578217,0.000047956102,0.012577243,8.586685e-7,0.000023546545,0.97163254,0.0044297306,0.011145615],"study_design_scores_gemma":[0.00003974691,0.000018194094,0.000009011067,0.00018788123,0.000032903536,0.0000012364446,0.00038152118,0.000017208542,0.00004070187,0.11340834,0.88573366,0.00012961992],"about_ca_topic_score_codex":0.0006510132,"about_ca_topic_score_gemma":0.0022273397,"teacher_disagreement_score":0.8813039,"about_ca_system_score_codex":0.00007939704,"about_ca_system_score_gemma":0.00021668298,"threshold_uncertainty_score":0.5165389},"labels":[],"label_agreement":null},{"id":"W4402161763","doi":"10.1007/979-8-8688-0450-2_5","title":"Tools for Photo Restoration: Part 3","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science","score_opus":0.08458764577123676,"score_gpt":0.2403193824290516,"score_spread":0.15573173665781484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402161763","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015891003,0.0020341612,0.0000103900475,0.000039940798,0.0013708217,0.0004045884,0.0010933975,0.0001379872,0.9947498],"genre_scores_gemma":[0.006115367,0.000034839395,0.00013172218,0.00019830244,0.0008146331,0.000011600829,0.00091415277,0.000016859274,0.9917625],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989699,0.000011438064,0.00023291084,0.00036442073,0.00020580721,0.00021550168],"domain_scores_gemma":[0.99934673,0.00018476535,0.00007093503,0.0002513631,0.000051196763,0.00009499985],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00017160522,0.0002426839,0.00023905266,0.000034735247,0.0001464976,0.00028343746,0.00019542155,0.00023786994,0.0021005957],"category_scores_gemma":[0.000015594715,0.00018974971,0.00015773972,0.0000058075816,0.00006520348,0.00009242844,0.000011885218,0.00022055919,0.0010199693],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027331527,0.000006949163,0.0001825694,0.0009950806,0.00043386675,0.00018887018,0.0010102694,0.000105003644,0.000059390215,0.14600757,0.2627585,0.58797866],"study_design_scores_gemma":[0.000074284806,0.00007484036,0.00004443859,0.00017363176,0.000045276578,0.0000064430187,0.000013297706,0.00007279904,0.000046869212,0.017311804,0.98185724,0.00027905978],"about_ca_topic_score_codex":0.00010966075,"about_ca_topic_score_gemma":0.0012832166,"teacher_disagreement_score":0.71909875,"about_ca_system_score_codex":0.000004614473,"about_ca_system_score_gemma":0.000040413564,"threshold_uncertainty_score":0.9997578},"labels":[],"label_agreement":null},{"id":"W4402427765","doi":"10.1007/978-1-4842-9651-6_10","title":"Beyond Diversity: Computing for Inclusive Software","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Diversity (politics); Computer science; Sociology; Anthropology","score_opus":0.03175144577775826,"score_gpt":0.25368514924747315,"score_spread":0.2219337034697149,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402427765","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000019269675,0.0006639095,0.185731,0.00020505373,0.0022476423,0.00054891926,0.000073292875,0.00085653807,0.80965436],"genre_scores_gemma":[0.0023111436,0.000012573578,0.07275914,0.0011529237,0.00048747947,0.000019985922,0.0000425557,0.0001111205,0.9231031],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99833655,0.000018125698,0.00031594912,0.00052315614,0.00042511095,0.0003811158],"domain_scores_gemma":[0.9976966,0.0006655991,0.00019432226,0.0010998237,0.00026372648,0.00007996304],"candidate_categories":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.00022477804,0.00043272768,0.00043162896,0.00029994742,0.0009542846,0.0003508723,0.0029520767,0.00032587105,0.000008458654],"category_scores_gemma":[0.000029139075,0.00046552892,0.00023385114,0.000017285633,0.00017149483,0.00011527277,0.016505832,0.0006014032,0.00009580055],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034788864,0.0000026625476,0.000002544389,0.00028422626,0.00016079182,0.000042426327,0.0062772646,0.0000093507,0.0000015726738,0.96717644,0.0058556683,0.020183599],"study_design_scores_gemma":[0.00015336704,0.0000475609,0.0000021357482,0.0006905207,0.000062051855,0.00002045894,0.000026528767,0.0008429997,0.00012544917,0.718265,0.27920637,0.00055759767],"about_ca_topic_score_codex":0.00003290501,"about_ca_topic_score_gemma":0.000017416489,"teacher_disagreement_score":0.2733507,"about_ca_system_score_codex":0.00016456796,"about_ca_system_score_gemma":0.00016689811,"threshold_uncertainty_score":0.99977964},"labels":[],"label_agreement":null},{"id":"W4402673054","doi":"10.1007/978-1-4842-9651-6_27","title":"How to Measure Diversity Actionably in Technology","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"U.S. Department of Agriculture; National Institute of Food and Agriculture; National Science Foundation","keywords":"Measure (data warehouse); Diversity (politics); Computer science; Mathematics; Data mining; Sociology; Anthropology","score_opus":0.03251432680140421,"score_gpt":0.22980006048843674,"score_spread":0.19728573368703253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402673054","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006330518,0.0001934611,0.06635222,0.006942147,0.0009953121,0.00067354384,0.000033965553,0.00093578454,0.92381024],"genre_scores_gemma":[0.02624838,0.000001881476,0.007498924,0.00037837695,0.0001057152,0.000042495343,0.0000035932753,0.00004106907,0.9656796],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984017,0.000007950752,0.00019324898,0.0007066058,0.00042335346,0.00026716467],"domain_scores_gemma":[0.998612,0.000063661624,0.00008762824,0.00096343155,0.00020467938,0.000068639885],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014331349,0.000273652,0.00028003938,0.0010252156,0.00016453028,0.00028107647,0.0016911918,0.00045338608,0.000011186432],"category_scores_gemma":[0.000050589708,0.00029579116,0.0000785095,0.0001422692,0.00008590562,0.00015753761,0.0036020314,0.0007464307,0.00029395657],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002130103,0.0000043065083,0.000020486337,0.000020015399,0.000040887273,0.00008943448,0.00032631808,0.000006056076,0.000054324893,0.94966143,0.0020299337,0.04774465],"study_design_scores_gemma":[0.00009540872,0.000031250544,0.000016353553,0.0002177654,0.00001563083,0.000014662376,0.000012593963,0.000026318574,0.0002486215,0.28321123,0.7157561,0.00035405127],"about_ca_topic_score_codex":0.000028904013,"about_ca_topic_score_gemma":0.00010730832,"teacher_disagreement_score":0.71372616,"about_ca_system_score_codex":0.00018562752,"about_ca_system_score_gemma":0.00009607443,"threshold_uncertainty_score":0.9999494},"labels":[],"label_agreement":null},{"id":"W4402673091","doi":"10.1007/978-1-4842-9651-6_26","title":"Software Engineering Through Community-Engaged Learning and an Inclusive Network","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Software engineering","score_opus":0.06233929219136579,"score_gpt":0.3687697029107118,"score_spread":0.306430410719346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402673091","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00203809,0.0023325395,0.010272671,0.000018208422,0.0015334542,0.00029427937,0.000016296332,0.0010816482,0.9824128],"genre_scores_gemma":[0.06264054,0.000013759098,0.014909798,0.00028078904,0.0016792323,0.00004587318,0.00011659237,0.00039906733,0.91991436],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99469334,0.0037159051,0.00039310477,0.0005328563,0.00019570849,0.00046906355],"domain_scores_gemma":[0.99548256,0.003519874,0.00021898687,0.0006053201,0.00008766094,0.000085607404],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0053838035,0.00056048756,0.00060542475,0.00015794547,0.0020016371,0.00011832807,0.0003507967,0.0006835122,0.00024659236],"category_scores_gemma":[0.00054148765,0.0005791258,0.00011288635,0.000026678234,0.0001944575,0.000052385087,0.0005357331,0.020829225,0.000090699046],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000085837484,0.000022005917,0.00012392162,0.00039068473,0.0010213157,0.00018772934,0.14434674,0.00050110754,0.00013153732,0.7994991,0.001967864,0.051722143],"study_design_scores_gemma":[0.00031779736,0.00029201218,0.00012006158,0.0009121392,0.00019281528,0.000060484064,0.0011295665,0.0000619925,0.00001261433,0.04081225,0.9553017,0.00078659493],"about_ca_topic_score_codex":0.00021395764,"about_ca_topic_score_gemma":0.000011442203,"teacher_disagreement_score":0.9533338,"about_ca_system_score_codex":0.0000617109,"about_ca_system_score_gemma":0.000027791924,"threshold_uncertainty_score":0.99966604},"labels":[],"label_agreement":null},{"id":"W4403289426","doi":"10.1007/979-8-8688-0974-3_1","title":"SQL Server Rises to the Clouds","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Sql server; Database; Operating system","score_opus":0.021629809046712373,"score_gpt":0.22789939684890456,"score_spread":0.20626958780219218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403289426","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001357231,0.0009019033,0.0035358313,0.00207456,0.001951699,0.00044496608,0.0000063118277,0.00054500694,0.990404],"genre_scores_gemma":[0.008259373,0.0000042939423,0.0005316073,0.0017894317,0.0009145101,0.00002691731,0.0000012395659,0.000059594986,0.98841304],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99801064,0.000022525277,0.00029807596,0.0007691936,0.0005458042,0.00035375744],"domain_scores_gemma":[0.9978761,0.00010157299,0.00009619751,0.0017436268,0.00005509872,0.00012740232],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028791596,0.0003853765,0.00028081614,0.00012924081,0.00021776928,0.0005116592,0.0025229617,0.00015900613,0.000025278923],"category_scores_gemma":[0.0000059302006,0.00025681217,0.00025255576,0.000030249652,0.00006286166,0.0000069364896,0.0032273838,0.0004883944,0.0015943703],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025220409,0.0000044382496,2.3152835e-7,0.00007039159,0.00013726325,0.00007950985,0.00089720543,0.0008481061,0.000002774395,0.89166915,0.049018636,0.057269756],"study_design_scores_gemma":[0.000057832556,0.00004293528,0.0000045993097,0.0002988149,0.000055002503,0.000011489987,0.000005816877,0.0028794338,0.000031507305,0.042993292,0.95327824,0.0003410214],"about_ca_topic_score_codex":0.000049850365,"about_ca_topic_score_gemma":0.000025025323,"teacher_disagreement_score":0.9042596,"about_ca_system_score_codex":0.000049587517,"about_ca_system_score_gemma":0.00003394226,"threshold_uncertainty_score":0.99998844},"labels":[],"label_agreement":null},{"id":"W4403757293","doi":"10.1007/979-8-8688-0763-3_1","title":"Adjustment Layers, Blending Modes with Masks for Photo Restoration: Part 1","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Materials science; Optics; Computer science; Physics","score_opus":0.034756389156829874,"score_gpt":0.2641727333030817,"score_spread":0.22941634414625184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403757293","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010304591,0.00017307857,0.0030079922,0.00009808701,0.00015284569,0.00088675285,0.00030728045,0.00006085417,0.99521005],"genre_scores_gemma":[0.054444194,0.0000036129056,0.00063409057,0.00005345141,0.00073057966,0.0010971949,0.00013874282,0.00005262718,0.9428455],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99905366,0.0000023854254,0.00017840796,0.0004051846,0.00016615009,0.00019418652],"domain_scores_gemma":[0.9993924,0.00003874486,0.00009999011,0.0003452396,0.0000533372,0.00007032339],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000052822015,0.0002256019,0.00018831882,0.000054938246,0.00016578283,0.00010223162,0.0001903034,0.00006371071,0.00021821375],"category_scores_gemma":[2.5494663e-7,0.00018924577,0.00010890105,0.0000106121815,0.00007129263,0.000048629216,0.00006306227,0.00015418409,0.0000642441],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001170745,0.000008231678,0.0000020081732,0.00002405585,0.000095740885,7.975151e-7,0.00011769535,0.0000698469,0.00015213112,0.982613,0.0075855,0.009319256],"study_design_scores_gemma":[0.00015187304,0.000058821515,6.1478164e-7,0.000199994,0.00018861602,7.7620575e-7,0.00007762384,0.00041751182,0.001659794,0.12078593,0.8761856,0.00027285228],"about_ca_topic_score_codex":0.000023944514,"about_ca_topic_score_gemma":0.0000145915465,"teacher_disagreement_score":0.8686001,"about_ca_system_score_codex":0.000035045836,"about_ca_system_score_gemma":0.00008654632,"threshold_uncertainty_score":0.77172184},"labels":[],"label_agreement":null},{"id":"W4403757312","doi":"10.1007/979-8-8688-0763-3_7","title":"What Is the Next Step in Your Photo Restoration Project?","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science","score_opus":0.08208909913890862,"score_gpt":0.3253971583925218,"score_spread":0.2433080592536132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403757312","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00029642353,0.006446789,0.000007996482,0.0024743327,0.0015281504,0.0017723779,0.000018168199,0.00015391193,0.9873018],"genre_scores_gemma":[0.0031660679,0.00041261196,0.000087220214,0.005069527,0.00075455324,0.00012213283,0.000068944726,0.00016023466,0.99015874],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979906,0.00001520094,0.0004891034,0.000551324,0.00066809094,0.0002856513],"domain_scores_gemma":[0.99865645,0.00009580459,0.00014561055,0.00089890644,0.00012021307,0.000083004925],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027226476,0.0004090984,0.0005135018,0.0003195766,0.000039395072,0.0003543561,0.00025471603,0.00027841498,0.00010029992],"category_scores_gemma":[0.000043560936,0.0002760016,0.00015332479,0.000029931063,0.00027365627,0.000244736,0.0001665795,0.001010158,0.0003136326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007457921,0.00012668861,0.000047586615,0.003787617,0.0009950529,0.003493298,0.020620383,0.0000018190568,0.002533359,0.12352003,0.5382572,0.3058712],"study_design_scores_gemma":[0.00061615516,0.00015784301,0.000010850572,0.0070548872,0.0003034261,0.00011928571,0.0005058639,0.00014729639,0.0004204496,0.007950313,0.9824375,0.0002761216],"about_ca_topic_score_codex":0.00012920736,"about_ca_topic_score_gemma":0.00005091152,"teacher_disagreement_score":0.44418034,"about_ca_system_score_codex":0.00016025422,"about_ca_system_score_gemma":0.0002145658,"threshold_uncertainty_score":0.99996924},"labels":[],"label_agreement":null},{"id":"W4403757320","doi":"10.1007/979-8-8688-0763-3_6","title":"Creating a Parallax: Bring Your Vintage or Historical Photos to Life","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Photography and Visual Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Vintage; Parallax; Art; Visual arts; Computer graphics (images); Art history; Aesthetics; Computer science; History; Computer vision; Archaeology","score_opus":0.11199365359233655,"score_gpt":0.28400654391702695,"score_spread":0.17201289032469042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403757320","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006623507,0.0009195441,0.000006791257,0.00004181473,0.0012307635,0.0005169754,0.00016898752,0.00035011637,0.99610263],"genre_scores_gemma":[0.028136056,0.000016479516,0.000034262062,0.00095537474,0.0029676561,0.00008128265,0.000020668876,0.00013634583,0.96765184],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982357,0.000012018952,0.0004420883,0.0005893438,0.00034922294,0.00037159462],"domain_scores_gemma":[0.9990564,0.00006775855,0.00013426611,0.00036386636,0.00008522134,0.00029250688],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008428749,0.0005228915,0.00059175974,0.00021325039,0.00033640055,0.00044770315,0.00034712537,0.0002635492,0.002848683],"category_scores_gemma":[0.000021580534,0.0003997131,0.0004023198,0.0000071914956,0.00009634648,0.000059930753,0.00021286584,0.0006937475,0.00046857182],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015679708,0.000020361244,7.5650274e-7,0.00042683334,0.0003704842,0.00021162952,0.04433968,7.931368e-7,0.0004346131,0.905814,0.047264535,0.0009595311],"study_design_scores_gemma":[0.00013847122,0.00017489275,4.365712e-7,0.0008125793,0.00020235954,0.000008349209,0.00038083576,0.000006657777,0.00022643707,0.005342624,0.99211,0.000596338],"about_ca_topic_score_codex":0.0009630189,"about_ca_topic_score_gemma":0.001042021,"teacher_disagreement_score":0.9448455,"about_ca_system_score_codex":0.00014805055,"about_ca_system_score_gemma":0.0000605723,"threshold_uncertainty_score":0.99984545},"labels":[],"label_agreement":null},{"id":"W4403757326","doi":"10.1007/979-8-8688-0763-3_2","title":"Adjustment Layers, Blending Modes with Masks for Photo Restoration: Part 2","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Materials science; Optics; Computer science; Physics","score_opus":0.03342887676197377,"score_gpt":0.2635568596833136,"score_spread":0.23012798292133985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403757326","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010201492,0.00017568456,0.002929294,0.000097275784,0.00015343493,0.00088273204,0.00029895484,0.000060681334,0.99529994],"genre_scores_gemma":[0.053518247,0.000003718864,0.0006187861,0.000053460695,0.0007426277,0.0010741049,0.0001394096,0.000052551764,0.9437971],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990541,0.0000023845312,0.00017849635,0.00040484892,0.00016610413,0.00019410742],"domain_scores_gemma":[0.9993937,0.000038140053,0.000100145015,0.00034450786,0.000053206222,0.00007031216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000052503332,0.00022552261,0.0001883698,0.000054898486,0.00016579626,0.00010247691,0.00019018633,0.000063711115,0.00021367402],"category_scores_gemma":[2.515471e-7,0.00018917739,0.00010887777,0.000010603062,0.00007129154,0.000048666054,0.00006305246,0.00015414486,0.000063486885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011601869,0.000008203864,0.0000019320453,0.00002422361,0.00009545279,8.1919626e-7,0.000117449425,0.00007000604,0.00014587774,0.982524,0.0074242316,0.009576205],"study_design_scores_gemma":[0.00015177004,0.000058350666,5.9890334e-7,0.00019565308,0.00018632282,7.71738e-7,0.00007612003,0.000411035,0.0016348987,0.12071639,0.87629807,0.00026999018],"about_ca_topic_score_codex":0.00002421139,"about_ca_topic_score_gemma":0.00001468704,"teacher_disagreement_score":0.86887383,"about_ca_system_score_codex":0.000035056935,"about_ca_system_score_gemma":0.00008612069,"threshold_uncertainty_score":0.771443},"labels":[],"label_agreement":null},{"id":"W4403757327","doi":"10.1007/979-8-8688-0763-3_3","title":"Basic Filters for Photo Restoration","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science","score_opus":0.01757029202137459,"score_gpt":0.2134037689568999,"score_spread":0.1958334769355253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403757327","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003387099,0.0009118716,0.010100941,0.00000945901,0.0014901054,0.00049691903,0.00025284788,0.0005556315,0.98614836],"genre_scores_gemma":[0.018412065,0.000034090725,0.0005691759,0.00010380696,0.00054411637,0.0001621714,0.00010571462,0.00024231563,0.97982657],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991619,0.0000017012021,0.0002171994,0.0002541763,0.00013539697,0.00022965482],"domain_scores_gemma":[0.9995135,0.000084448766,0.000032046424,0.00028085767,0.00002982714,0.00005928634],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006392487,0.00028972144,0.00023557642,0.000105968415,0.000045452463,0.00006939565,0.00014450357,0.00019925764,0.00007805793],"category_scores_gemma":[0.0000067762558,0.0003064873,0.00013997761,0.0000045876513,0.000039715997,0.00003612231,0.00002469109,0.00029247827,0.00008695247],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009238108,0.000010618952,5.009895e-7,0.006106231,0.0014141198,0.00015509003,0.002315298,0.0055391267,0.04732872,0.5021753,0.36770546,0.06715721],"study_design_scores_gemma":[0.00018609154,0.000018860455,2.5570168e-7,0.00052206946,0.00020397203,0.000010871156,0.0000101939195,0.018051248,0.005217701,0.023298616,0.9520277,0.00045244608],"about_ca_topic_score_codex":0.0000073353217,"about_ca_topic_score_gemma":0.0000063913008,"teacher_disagreement_score":0.5843222,"about_ca_system_score_codex":0.000101947524,"about_ca_system_score_gemma":0.000027891303,"threshold_uncertainty_score":0.9999387},"labels":[],"label_agreement":null},{"id":"W4403757538","doi":"10.1007/979-8-8688-0763-3_5","title":"Advanced Filters for Photo Restoration: Part 2","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science","score_opus":0.01677277901412776,"score_gpt":0.2181972783527849,"score_spread":0.20142449933865714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403757538","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000014450089,0.0016049804,0.005646154,0.000013074296,0.0022105686,0.0005523697,0.00032183153,0.0006074189,0.98902917],"genre_scores_gemma":[0.003972872,0.0000677214,0.000950316,0.000115977055,0.0006213293,0.00025558443,0.00011020032,0.0002199227,0.9936861],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990412,0.0000017153386,0.000257009,0.00029108085,0.00014575073,0.00026326563],"domain_scores_gemma":[0.9994268,0.000090265305,0.000038711994,0.00033400313,0.000036936748,0.000073295756],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000056044028,0.00032295482,0.0002785818,0.000078621466,0.00005458312,0.00006183167,0.00016265834,0.00018574804,0.000115383766],"category_scores_gemma":[0.000008017945,0.00034268553,0.00014827665,0.0000052243076,0.000048423644,0.0000446808,0.000028872853,0.0003016997,0.00007822677],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013840086,0.000011401859,3.3988644e-7,0.0051267333,0.0013494047,0.00019863177,0.001754969,0.012947543,0.01854218,0.37939104,0.4855302,0.09500914],"study_design_scores_gemma":[0.00019743126,0.000015255983,7.29022e-8,0.0005307222,0.00012700658,0.000008821724,0.0000109026405,0.005400534,0.0029126303,0.011938739,0.97846407,0.0003938289],"about_ca_topic_score_codex":0.000002290744,"about_ca_topic_score_gemma":0.0000047108288,"teacher_disagreement_score":0.49293384,"about_ca_system_score_codex":0.00008943789,"about_ca_system_score_gemma":0.000030930223,"threshold_uncertainty_score":0.9999025},"labels":[],"label_agreement":null},{"id":"W4403757750","doi":"10.1007/979-8-8688-0763-3_4","title":"Advanced Filters for Photo Restoration: Part 1","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science","score_opus":0.017461833182825605,"score_gpt":0.21874104346940726,"score_spread":0.20127921028658166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403757750","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000014596491,0.0015784613,0.005804329,0.000013182026,0.0022,0.0005546837,0.00033120913,0.0006088536,0.9888947],"genre_scores_gemma":[0.0040533985,0.00006571605,0.0009763609,0.000116058385,0.00061108393,0.0002617074,0.000109733366,0.000220456,0.99358547],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990409,0.0000017160274,0.00025687277,0.0002913393,0.0001457939,0.00026338053],"domain_scores_gemma":[0.99942446,0.000091798494,0.000038647857,0.00033476244,0.00003703408,0.00007330823],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000056408302,0.00032307638,0.00027850113,0.000078682424,0.000054578388,0.00006167323,0.00016276553,0.00018574677,0.00011801058],"category_scores_gemma":[0.000008134011,0.00034281812,0.0001483106,0.0000052291184,0.000048424437,0.000044644592,0.00002887766,0.00030178193,0.00007922608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013936938,0.000011412107,3.5328043e-7,0.005074896,0.0013500811,0.00019248345,0.0017541164,0.012880932,0.019340748,0.37201306,0.49521795,0.092024595],"study_design_scores_gemma":[0.00019602783,0.000015267335,7.438641e-8,0.0005390822,0.00012767334,0.000008806913,0.000011046238,0.0054485365,0.002936941,0.0118399,0.9784815,0.00039518168],"about_ca_topic_score_codex":0.0000022637205,"about_ca_topic_score_gemma":0.0000046780433,"teacher_disagreement_score":0.48326352,"about_ca_system_score_codex":0.00008940758,"about_ca_system_score_gemma":0.000031093925,"threshold_uncertainty_score":0.99990237},"labels":[],"label_agreement":null},{"id":"W4407642667","doi":"10.1007/979-8-8688-1145-6_9","title":"Conclusion","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Medicine","score_opus":0.011767587760632582,"score_gpt":0.19589427750093205,"score_spread":0.18412668974029947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407642667","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000037580197,0.00010412254,0.000110679175,0.0001489118,0.00045819243,0.0002156217,0.000009488066,0.00030168603,0.9986137],"genre_scores_gemma":[0.007295933,0.00001696984,0.000025395044,0.0036484955,0.00052454975,0.000014518974,0.00005942984,0.000023558187,0.98839116],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991537,6.357146e-7,0.0002878052,0.00019541815,0.00019026847,0.00017217209],"domain_scores_gemma":[0.9991752,0.000013396201,0.0003445575,0.00033724084,0.00012532866,0.0000043040577],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006670174,0.00023848956,0.0002471115,0.00023329607,0.00016857203,0.00012041797,0.00034017628,0.00042032584,0.0004128936],"category_scores_gemma":[0.000013251436,0.00022881827,0.000105674226,0.000011862134,0.00008772621,0.00023821514,0.0003622176,0.00031244892,0.00086945004],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008111759,0.0000014170353,0.0000028532975,0.00012085651,0.000022669976,0.000007779833,0.0000060777274,5.37326e-7,0.000009048865,0.90545523,0.06184534,0.032520078],"study_design_scores_gemma":[0.00018187729,0.0000027271635,0.000005430628,0.00018332979,0.00004693686,8.026518e-7,0.000006134169,0.00006938703,0.00006508357,0.10525978,0.8939648,0.00021366448],"about_ca_topic_score_codex":0.00007043179,"about_ca_topic_score_gemma":0.000027353286,"teacher_disagreement_score":0.8321195,"about_ca_system_score_codex":0.000023461484,"about_ca_system_score_gemma":0.00003587419,"threshold_uncertainty_score":0.9999085},"labels":[],"label_agreement":null},{"id":"W4407642678","doi":"10.1007/979-8-8688-1145-6_5","title":"Architecture","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Computer science","score_opus":0.0072559864717840475,"score_gpt":0.1800190856729544,"score_spread":0.17276309920117036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407642678","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000022166912,0.00080051605,0.053807564,0.000016090507,0.00030052694,0.00016885724,0.000036001267,0.00041389067,0.9444543],"genre_scores_gemma":[0.002888586,0.000013897819,0.0017589885,0.00022735128,0.0003171119,0.00002071755,0.000039254894,0.00007805159,0.994656],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99931145,0.000005129678,0.00016941594,0.00019584631,0.00016097153,0.00015717256],"domain_scores_gemma":[0.99954623,0.00009190222,0.000023659644,0.00026385498,0.000023478931,0.000050859155],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000021772596,0.00028907662,0.00023541036,0.00014545955,0.000042522675,0.000021168846,0.00021779604,0.00022789005,0.0000863358],"category_scores_gemma":[0.0000022588,0.00028329907,0.00012764632,0.0000051605,0.000038015838,0.000006590744,0.000054984746,0.00045911825,0.0000716538],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012215958,0.0000017891338,1.3339441e-7,0.00030865247,0.0003426827,0.000045246237,0.00022086111,0.027615461,0.00014708962,0.44301322,0.04017675,0.48811588],"study_design_scores_gemma":[0.000070467904,0.000009861628,0.000001422834,0.00016144593,0.000043435306,0.0000076087367,3.2955978e-7,0.00053653104,0.00025607034,0.21766329,0.7809862,0.0002633356],"about_ca_topic_score_codex":0.0000014181395,"about_ca_topic_score_gemma":0.0000044261733,"teacher_disagreement_score":0.74080944,"about_ca_system_score_codex":0.000022899156,"about_ca_system_score_gemma":0.00003098711,"threshold_uncertainty_score":0.9999619},"labels":[],"label_agreement":null},{"id":"W4407642683","doi":"10.1007/979-8-8688-1145-6_6","title":"Design","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Environmental science","score_opus":0.06891211125610917,"score_gpt":0.3511965235245715,"score_spread":0.2822844122684623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407642683","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[7.5927113e-7,0.00013279743,0.009898012,0.00007402437,0.0024818918,0.00035369297,0.00002505124,0.00028592008,0.98674786],"genre_scores_gemma":[0.000883239,0.000004850191,0.00028543387,0.0011119148,0.00024659792,0.00007464373,0.000024426525,0.000046446537,0.99732244],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988378,0.00006120503,0.0003775928,0.00037875614,0.00015967608,0.00018493907],"domain_scores_gemma":[0.998827,0.00022606966,0.0001872242,0.0006061836,0.000088262255,0.00006529206],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00011854247,0.00026887338,0.00029457768,0.00020936281,0.000098703684,0.000039305778,0.0002623584,0.00043661872,0.028259268],"category_scores_gemma":[0.000009513262,0.00027457142,0.0001571334,0.00000451403,0.00006892254,0.00001959655,0.00005932717,0.00045125806,0.004628248],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047334976,0.0000074248173,1.9512125e-7,0.000015555739,0.00018553794,0.000022296379,0.0006014599,0.000001448352,0.000012359516,0.7120751,0.25237307,0.034658186],"study_design_scores_gemma":[0.00027826877,0.000028089205,0.000009239638,0.0001191204,0.000059260852,0.000010971106,0.000014309954,0.00001779055,0.00006480028,0.015070836,0.98408526,0.00024207056],"about_ca_topic_score_codex":0.00001819432,"about_ca_topic_score_gemma":0.000005097,"teacher_disagreement_score":0.73171216,"about_ca_system_score_codex":0.000046938563,"about_ca_system_score_gemma":0.000054191158,"threshold_uncertainty_score":0.9999707},"labels":[],"label_agreement":null},{"id":"W4407643016","doi":"10.1007/979-8-8688-1145-6_1","title":"Problem","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Digital Innovation in Industries","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Philosophy","score_opus":0.03377739156843288,"score_gpt":0.21686209957586447,"score_spread":0.1830847080074316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407643016","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000005446456,0.000046607023,0.00005395923,0.00024246007,0.0006160442,0.00037180854,0.000017350761,0.00032636433,0.99832],"genre_scores_gemma":[0.0010870808,0.0000010456175,0.00008809263,0.0026107312,0.0012830266,0.00004491524,0.00010383554,0.000062923355,0.9947184],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987515,8.577255e-7,0.00039936946,0.00035362327,0.00028121957,0.00021343768],"domain_scores_gemma":[0.9988818,0.000034286608,0.00034530245,0.00041034742,0.00032166156,0.0000065886225],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009042317,0.0003295767,0.00028525203,0.00040770278,0.00011307022,0.00065895205,0.00040560757,0.00032388436,0.0005105086],"category_scores_gemma":[0.000029333505,0.0003351067,0.00009777404,0.00003317366,0.0001280924,0.00037435404,0.0004474516,0.00034687202,0.00080320373],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050416397,0.00000312371,0.0000072850844,0.00017700517,0.000038258862,0.000005656647,0.0000028278876,7.373478e-7,0.000002718581,0.74705565,0.22418647,0.028515244],"study_design_scores_gemma":[0.00009926266,0.0000017734595,0.0000021683497,0.00033870744,0.000044631794,4.2539028e-7,0.000002982303,0.000004881796,0.000023818431,0.22890604,0.77031976,0.00025554386],"about_ca_topic_score_codex":0.00004838592,"about_ca_topic_score_gemma":0.000010517131,"teacher_disagreement_score":0.5461333,"about_ca_system_score_codex":0.000027991153,"about_ca_system_score_gemma":0.000053083848,"threshold_uncertainty_score":0.9999748},"labels":[],"label_agreement":null},{"id":"W4407643077","doi":"10.1007/979-8-8688-1145-6_7","title":"Implementation","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Systems Engineering Methodologies and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Computer science","score_opus":0.037923724878929706,"score_gpt":0.28133684737676384,"score_spread":0.24341312249783414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407643077","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000010011241,0.0005272599,0.03429359,0.000008948318,0.00048674305,0.0002964125,0.000060644445,0.0006576674,0.96365875],"genre_scores_gemma":[0.0026195026,0.00009479705,0.004617485,0.000030514042,0.00028234362,0.00019472852,0.00006408251,0.00008924721,0.9920073],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994083,0.000004245288,0.00022090282,0.00015085556,0.00008152653,0.00013418995],"domain_scores_gemma":[0.9995036,0.00008101907,0.000030904477,0.000339626,0.000021423091,0.000023427861],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006519716,0.00019818585,0.00020735263,0.00008693089,0.000030924613,0.000021632588,0.00015552038,0.00017502367,0.000080835845],"category_scores_gemma":[0.0000028076815,0.000215452,0.00007663332,0.0000056153285,0.000014487918,0.0000108109825,0.000038666883,0.00016161571,0.00003486601],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.784106e-7,7.4920143e-7,8.4872283e-7,0.00036924597,0.00018654775,0.0000023070854,0.00006583363,0.0013199631,0.0014385869,0.8014858,0.04958734,0.14554185],"study_design_scores_gemma":[0.000084369174,0.000004688798,0.000005232715,0.00010074534,0.000048239428,0.0000018995022,0.000007572821,0.00031433997,0.0025142187,0.011912792,0.98476815,0.00023773541],"about_ca_topic_score_codex":0.000011816309,"about_ca_topic_score_gemma":0.000008482087,"teacher_disagreement_score":0.93518084,"about_ca_system_score_codex":0.000047032296,"about_ca_system_score_gemma":0.000011882195,"threshold_uncertainty_score":0.8785878},"labels":[],"label_agreement":null},{"id":"W4407643260","doi":"10.1007/979-8-8688-1145-6_3","title":"Theory","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Persona Design and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Philosophy","score_opus":0.022862346436944125,"score_gpt":0.23471211640759654,"score_spread":0.2118497699706524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407643260","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.3243626e-7,0.0002748926,0.24180785,0.000090106194,0.00011095327,0.00014408342,0.000010528081,0.00018424161,0.7573772],"genre_scores_gemma":[0.0004119888,0.000012791524,0.005048014,0.00088050414,0.00008198467,0.0000463809,0.000004572505,0.000013456236,0.9935003],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991341,0.000014406087,0.00014465793,0.00039758487,0.00015864248,0.00015056667],"domain_scores_gemma":[0.9987516,0.00012763582,0.0000723923,0.00094520266,0.000043509986,0.000059674916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000102730475,0.00018913888,0.00017261144,0.000093928706,0.00010145613,0.00009169843,0.0011826077,0.00017224214,0.000035423414],"category_scores_gemma":[0.00000463,0.00018224372,0.00010905922,0.000008467003,0.00006935361,0.00003616153,0.00032519887,0.00022205092,0.00020175951],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.0022667e-7,0.000002094871,2.6799569e-8,0.000009009999,0.000020266572,0.0000040216974,0.00006476036,1.01174045e-7,0.0000764044,0.8880748,0.011350334,0.100397244],"study_design_scores_gemma":[0.000041225696,0.000004622585,5.1145065e-7,0.000047374495,0.000011364249,0.0000021834182,4.9756073e-7,0.00010122768,0.00021540566,0.41357604,0.5858686,0.00013096716],"about_ca_topic_score_codex":0.0000029364314,"about_ca_topic_score_gemma":0.0000011415084,"teacher_disagreement_score":0.57451826,"about_ca_system_score_codex":0.000021674978,"about_ca_system_score_gemma":0.00010274713,"threshold_uncertainty_score":0.7431683},"labels":[],"label_agreement":null},{"id":"W4407643399","doi":"10.1007/979-8-8688-1145-6_8","title":"Interactions","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Computer science","score_opus":0.04588279296776581,"score_gpt":0.3692797657651621,"score_spread":0.32339697279739626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407643399","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000047991516,0.00008351167,0.0005432133,0.00017817045,0.0056596287,0.00026284516,0.00008439696,0.00033383805,0.9928496],"genre_scores_gemma":[0.0037571099,0.000004649261,0.00006374132,0.0011442936,0.0004182332,0.00008679518,0.000066794055,0.000048073365,0.99441034],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99875224,0.000036858328,0.00045894418,0.00040875087,0.00015436797,0.00018886769],"domain_scores_gemma":[0.99869007,0.0002000157,0.00023250254,0.00067882927,0.000120785764,0.00007782481],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000065619395,0.00028830772,0.00030569592,0.00031664694,0.0001416817,0.00005228028,0.00025766154,0.00030890122,0.06100184],"category_scores_gemma":[0.00001312241,0.00030302609,0.00025279782,0.000006876131,0.000077772616,0.000037890673,0.00008562142,0.0006991594,0.006263235],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026865275,0.000011709523,6.232452e-7,0.000014900517,0.00022449298,0.000013907456,0.0005607292,3.0672598e-7,0.000011083833,0.69749206,0.2652815,0.03636183],"study_design_scores_gemma":[0.00023275278,0.000016865342,0.000027242113,0.00017352226,0.00007588244,0.000022098457,0.000042882515,0.000009589775,0.000026579226,0.008632254,0.99049497,0.00024535938],"about_ca_topic_score_codex":0.000046776462,"about_ca_topic_score_gemma":0.00006659271,"teacher_disagreement_score":0.72521347,"about_ca_system_score_codex":0.00007607703,"about_ca_system_score_gemma":0.000047990474,"threshold_uncertainty_score":0.9999422},"labels":[],"label_agreement":null},{"id":"W4407643642","doi":"10.1007/979-8-8688-1145-6_2","title":"Idea","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Philosophy","score_opus":0.0132930200538774,"score_gpt":0.1967681038776646,"score_spread":0.18347508382378722,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407643642","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000023934412,0.0001026185,0.0001102692,0.00013589993,0.00042499774,0.00019397205,0.000010418052,0.00032816883,0.99866974],"genre_scores_gemma":[0.005007584,0.000013164469,0.00002961851,0.0034124274,0.0005557062,0.000019408168,0.00004861576,0.000025636144,0.9908878],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99912584,5.4930877e-7,0.00030106693,0.00020003533,0.00018226483,0.00019026364],"domain_scores_gemma":[0.9991502,0.000012620309,0.0003411285,0.000375273,0.00011645964,0.0000042872794],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006456368,0.00025016518,0.00025412848,0.00026052454,0.00012260978,0.0001504157,0.00037331166,0.00040307053,0.00037749505],"category_scores_gemma":[0.000013996683,0.0002449344,0.00011728347,0.000012881785,0.00008272184,0.0002597071,0.00021879254,0.00033090464,0.001174441],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005926741,0.0000013163225,0.0000039492434,0.00013009101,0.000031068874,0.000007837614,0.0000040005043,5.777557e-7,0.00000334389,0.8985347,0.07115541,0.030121764],"study_design_scores_gemma":[0.00013770806,0.0000020353616,0.000009191298,0.00014082465,0.000049665094,7.6007683e-7,0.000005125151,0.000038348346,0.000038434555,0.15066181,0.8487013,0.00021480798],"about_ca_topic_score_codex":0.000082792096,"about_ca_topic_score_gemma":0.000034913795,"teacher_disagreement_score":0.77754587,"about_ca_system_score_codex":0.000019852496,"about_ca_system_score_gemma":0.00003478238,"threshold_uncertainty_score":0.9996033},"labels":[],"label_agreement":null},{"id":"W4407707751","doi":"10.1007/979-8-8688-1145-6_4","title":"Model","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Computer science","score_opus":0.05962868156067598,"score_gpt":0.3360985910299202,"score_spread":0.2764699094692442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407707751","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000025157883,0.000028217088,0.002160446,0.00007091619,0.00036902918,0.00032554867,0.00005804553,0.000071279115,0.996914],"genre_scores_gemma":[0.0037555185,0.00001955701,0.00016753103,0.00037421405,0.0002012474,0.000020273234,0.000028433868,0.000009751564,0.9954235],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99917525,0.000016714495,0.00026308844,0.000106713414,0.00028963247,0.00014862923],"domain_scores_gemma":[0.9994621,0.00003939329,0.00016404601,0.00016548674,0.0001258499,0.000043086977],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026069084,0.0001098402,0.00014414363,0.000076276425,0.00038291755,0.00008319467,0.00018147936,0.0001824751,0.0002954045],"category_scores_gemma":[0.000013057838,0.00011411054,0.000075076525,0.000004610325,0.00010567652,0.00008355782,0.00004831614,0.000101580255,0.00007862645],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028507982,3.8898852e-7,1.9599742e-7,0.00001947502,0.00001574296,1.9295949e-7,0.0062586474,0.0000038255116,0.0000012310236,0.96124905,0.018744027,0.0137043735],"study_design_scores_gemma":[0.00006753723,0.0000034495965,7.971565e-8,0.000056792924,0.000016321188,7.6441914e-8,0.00040596278,0.00008599808,0.00001157724,0.12776855,0.8714764,0.00010725092],"about_ca_topic_score_codex":0.00026767928,"about_ca_topic_score_gemma":0.00028828598,"teacher_disagreement_score":0.85273236,"about_ca_system_score_codex":0.0000762327,"about_ca_system_score_gemma":0.00024431,"threshold_uncertainty_score":0.46532926},"labels":[],"label_agreement":null},{"id":"W4408854011","doi":"10.1007/979-8-8688-1221-7_2","title":"Using ChatGPT As Your JavaScript Pair-Programmer","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brandon University","funders":"","keywords":"JavaScript; Programmer; Computer science; Programming language; Operating system","score_opus":0.07176460320299523,"score_gpt":0.2904470960002136,"score_spread":0.2186824927972184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408854011","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000025884034,0.0012921963,0.19694157,0.000085546184,0.0023351116,0.0004938079,0.000033075397,0.000583628,0.7982092],"genre_scores_gemma":[0.008088202,0.000009653504,0.011755446,0.00069810357,0.00049294025,0.000023970597,0.000046134126,0.00006949811,0.97881603],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99704146,0.00006568305,0.000615098,0.0010395399,0.0006106065,0.0006276271],"domain_scores_gemma":[0.99746644,0.00008746148,0.0003899884,0.0016376794,0.00021455699,0.00020384979],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003197707,0.00063479604,0.00068790565,0.00016984639,0.00027035433,0.0005696845,0.0020900154,0.00053691724,0.000026304207],"category_scores_gemma":[0.000014983584,0.0006367546,0.00039834806,0.000040224288,0.00010681193,0.00010986427,0.0010056657,0.0007309311,0.00019988656],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008236277,0.000019152094,0.000007932702,0.00019697039,0.0002987745,0.00017023923,0.0007111567,0.000108076274,0.000040173465,0.85953367,0.015395783,0.12350983],"study_design_scores_gemma":[0.00028921274,0.00005715856,0.0000012134309,0.0011218826,0.000072141025,0.0000688381,0.0000074480076,0.012838632,0.00010097965,0.021268269,0.96345,0.00072422816],"about_ca_topic_score_codex":0.0004061059,"about_ca_topic_score_gemma":0.0000071260592,"teacher_disagreement_score":0.9480542,"about_ca_system_score_codex":0.00009220212,"about_ca_system_score_gemma":0.00031648233,"threshold_uncertainty_score":0.9996084},"labels":[],"label_agreement":null},{"id":"W4408854028","doi":"10.1007/979-8-8688-1221-7_7","title":"Adding Intelligence to Our Discord Bots, Part 1: Improving Our Q&A Bot","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brandon University","funders":"","keywords":"Q-learning; Computer science; Artificial intelligence","score_opus":0.05972218390549343,"score_gpt":0.31180808266393256,"score_spread":0.2520858987584391,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408854028","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000074383624,0.00013178035,0.4412283,0.001236245,0.0042700884,0.0005984514,0.00006249213,0.0004748144,0.5519904],"genre_scores_gemma":[0.0073179235,0.000017845037,0.046358712,0.0020587535,0.00090747204,0.00016542066,0.000018336545,0.00009158603,0.943064],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99663776,0.00004318112,0.0007725421,0.0013230884,0.0005702438,0.000653206],"domain_scores_gemma":[0.99658257,0.00016650942,0.00040078373,0.002285661,0.0002627,0.0003017616],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00023253106,0.0006653427,0.0005742246,0.00042533435,0.0003247102,0.000640613,0.0032326137,0.00034217146,0.000029498848],"category_scores_gemma":[0.00008851805,0.0006944095,0.00029771207,0.000058084086,0.0000229413,0.0003705594,0.0028301792,0.0010276503,0.0008333696],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019468416,0.00002296581,0.0000033526978,0.00018311608,0.00016566075,0.00006259229,0.0009472115,0.00010243097,0.00033526594,0.56164336,0.0349195,0.40159506],"study_design_scores_gemma":[0.00005620381,0.00006716436,0.0000021437547,0.0016030486,0.00007967146,0.000033639775,0.00017008538,0.0010711924,0.0016338334,0.018407095,0.97587705,0.0009988764],"about_ca_topic_score_codex":0.0003045706,"about_ca_topic_score_gemma":0.00047623029,"teacher_disagreement_score":0.94095755,"about_ca_system_score_codex":0.00022639948,"about_ca_system_score_gemma":0.00025823902,"threshold_uncertainty_score":0.99994457},"labels":[],"label_agreement":null},{"id":"W4408881071","doi":"10.1007/979-8-8688-1221-7_1","title":"Introducing ChatGPT for JavaScript Developers","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brandon University","funders":"","keywords":"JavaScript; Computer science; Unobtrusive JavaScript; Programming language; World Wide Web; Rich Internet application","score_opus":0.1473870778814593,"score_gpt":0.38679838957814155,"score_spread":0.23941131169668226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408881071","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015275212,0.0011049747,0.0022478271,0.0017932517,0.0026782015,0.0016430557,0.000028644197,0.000114558665,0.99023676],"genre_scores_gemma":[0.0027274948,0.00010078198,0.0027755976,0.0021959941,0.0017997124,0.00017262409,0.00013182245,0.00006278839,0.9900332],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.998522,0.000008102283,0.00050721125,0.0004811885,0.00018574738,0.000295749],"domain_scores_gemma":[0.9986306,0.00017663611,0.0001362594,0.0005037581,0.00042332264,0.00012945388],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021323112,0.00026371732,0.00044309456,0.0002140381,0.00015719197,0.000026923897,0.00012970292,0.00041080642,0.0001411082],"category_scores_gemma":[0.00020694615,0.00025531984,0.00017177795,0.000010965124,0.000083508065,0.000023393215,0.00004623419,0.00036076448,0.00006749221],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017354514,0.000013779094,0.000017384336,0.0010449192,0.00018119026,0.000006026387,0.0018539362,0.0000015086973,0.00023618723,0.1147316,0.07053849,0.81120145],"study_design_scores_gemma":[0.000056675897,0.00011211656,0.00000312356,0.0010976287,0.00022451697,0.00000902789,0.00013909505,0.00005940323,0.009319277,0.014525483,0.97421384,0.00023978605],"about_ca_topic_score_codex":0.0002199122,"about_ca_topic_score_gemma":0.00006773731,"teacher_disagreement_score":0.9036754,"about_ca_system_score_codex":0.00017536529,"about_ca_system_score_gemma":0.00075940415,"threshold_uncertainty_score":0.9999899},"labels":[],"label_agreement":null},{"id":"W4408881088","doi":"10.1007/979-8-8688-1221-7_4","title":"Using AI in the Enterprise! Creating a Text Summarizer for Slack Messages","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brandon University","funders":"","keywords":"Computer science; Natural language processing; Artificial intelligence","score_opus":0.05639990912126809,"score_gpt":0.30068673264188317,"score_spread":0.2442868235206151,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408881088","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000026596963,0.00025586475,0.44732696,0.00016241148,0.000264048,0.0006157195,0.000008433177,0.000060446593,0.55127954],"genre_scores_gemma":[0.022874419,0.000017770499,0.09132815,0.004022807,0.0005012505,0.0002068579,0.000010549529,0.000080887985,0.8809573],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998196,0.00005125667,0.0004509198,0.0006412588,0.0003150836,0.00034546328],"domain_scores_gemma":[0.9981091,0.0005093135,0.00019004206,0.0010713255,0.000083361665,0.00003686704],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000427948,0.00032917,0.00037995377,0.00019210926,0.00017190844,0.00032054898,0.0016453956,0.00025211292,0.0000065817894],"category_scores_gemma":[0.00004459706,0.00026586885,0.0001904364,0.000017676768,0.000054668377,0.0001150579,0.0005980761,0.0004525786,0.000003314716],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012127417,0.000009655474,0.000015797486,0.00018132344,0.00006390268,0.000025538106,0.002559555,0.00017332051,0.00013713069,0.91883653,0.0011517823,0.07683336],"study_design_scores_gemma":[0.0012378229,0.000066404944,0.000014301527,0.0031554215,0.00017502994,0.000026007781,0.00007057706,0.35288456,0.00047956445,0.26143855,0.3792589,0.0011928711],"about_ca_topic_score_codex":0.00013460853,"about_ca_topic_score_gemma":0.00005095136,"teacher_disagreement_score":0.657398,"about_ca_system_score_codex":0.00006886151,"about_ca_system_score_gemma":0.00014920036,"threshold_uncertainty_score":0.9999794},"labels":[],"label_agreement":null},{"id":"W4408881096","doi":"10.1007/979-8-8688-1221-7_3","title":"Creating a Basic ChatGPT Client in JavaScript","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brandon University","funders":"","keywords":"JavaScript; Unobtrusive JavaScript; Computer science; Programming language; World Wide Web; Rich Internet application","score_opus":0.15674719186570404,"score_gpt":0.4394982388737318,"score_spread":0.2827510470080278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408881096","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00074627966,0.0009930899,0.00006667838,0.0003083643,0.002438184,0.0025366691,0.00009634602,0.00020913727,0.99260527],"genre_scores_gemma":[0.016706683,0.00012218337,0.0001686211,0.002578073,0.00082852563,0.00058528746,0.00004412929,0.00012484659,0.97884166],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956904,0.00029458775,0.0017385216,0.0008484859,0.00046569837,0.0009623242],"domain_scores_gemma":[0.9964835,0.0013186567,0.0005998554,0.0010564794,0.0003237859,0.00021772404],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0007891596,0.00052707444,0.0008778753,0.000477682,0.0007274532,0.00001849344,0.00054394506,0.0013375744,0.001145274],"category_scores_gemma":[0.00035178236,0.00053909566,0.00019880485,0.00003146096,0.00015595142,0.000049055587,0.0005302662,0.0029840525,0.0009327339],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013332095,0.00002655338,0.0030445377,0.0025836441,0.0000790093,0.00011999222,0.01679657,0.000007211092,0.000052838786,0.872242,0.014588515,0.09032581],"study_design_scores_gemma":[0.00025085217,0.000078068035,0.00011004765,0.011971431,0.000066913046,0.0000014182754,0.0015903377,0.00039028315,0.00016392495,0.05998479,0.9247215,0.0006704457],"about_ca_topic_score_codex":0.00611351,"about_ca_topic_score_gemma":0.011255632,"teacher_disagreement_score":0.91013294,"about_ca_system_score_codex":0.00063889165,"about_ca_system_score_gemma":0.0010012148,"threshold_uncertainty_score":0.9999589},"labels":[],"label_agreement":null},{"id":"W4408881100","doi":"10.1007/979-8-8688-1221-7_5","title":"Multimodal AI: Creating a Podcast Visualizer with Whisper and DALL·E 3","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Artificial Intelligence in Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brandon University","funders":"","keywords":"Computer science; Computer graphics (images)","score_opus":0.035206263288686784,"score_gpt":0.34117776311033904,"score_spread":0.3059714998216523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408881100","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00042645802,0.00018355096,0.0005039209,0.00021207532,0.00024316077,0.0005852754,0.000029278312,0.00014799474,0.99766827],"genre_scores_gemma":[0.056160606,0.000039692262,0.0008475251,0.000629462,0.0005217591,0.000038089664,0.000006065852,0.00006202902,0.9416948],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99802816,0.00006685961,0.00035090893,0.0005843766,0.0005424894,0.000427207],"domain_scores_gemma":[0.9987109,0.00033855552,0.00018566182,0.00034544422,0.0002441574,0.00017532034],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029303876,0.0003586273,0.00041934324,0.00011964781,0.0007799595,0.00025708365,0.00035871257,0.00047005428,0.00054847926],"category_scores_gemma":[0.00009427208,0.00032564378,0.00009013652,0.000018157984,0.0013416097,0.00011968698,0.00018997712,0.0004727126,0.000053339365],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047871643,0.000009916379,0.000077217745,0.000038174,0.00008832336,0.000030184208,0.009887855,0.0000031949537,0.00003756536,0.9585875,0.0008846382,0.030307522],"study_design_scores_gemma":[0.00013276706,0.00008055165,0.000011265108,0.0008041768,0.00015143395,0.0000033405936,0.00095439435,0.00013067895,0.0003036407,0.024660455,0.9721187,0.0006485911],"about_ca_topic_score_codex":0.0051923157,"about_ca_topic_score_gemma":0.008204702,"teacher_disagreement_score":0.9712341,"about_ca_system_score_codex":0.00009369738,"about_ca_system_score_gemma":0.00031198695,"threshold_uncertainty_score":0.99991953},"labels":[],"label_agreement":null},{"id":"W4408881106","doi":"10.1007/979-8-8688-1221-7_6","title":"Creating an Automated Community Manager Bot with Discord and JavaScript","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brandon University","funders":"","keywords":"JavaScript; Computer science; World Wide Web; Business","score_opus":0.014274468633089097,"score_gpt":0.24064218654792122,"score_spread":0.22636771791483212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408881106","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018908437,0.00030004923,0.007531654,0.00010053968,0.0001955355,0.00041446422,0.00002070449,0.0012464293,0.9882998],"genre_scores_gemma":[0.15770346,0.000076706674,0.0510183,0.009175156,0.00040003017,0.00014189862,0.00025552028,0.00025475168,0.78097415],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99829817,0.00013033324,0.0003051287,0.0006005007,0.0003286999,0.00033715647],"domain_scores_gemma":[0.9976231,0.00018581642,0.00021623359,0.0017085955,0.00010413753,0.00016213585],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019015284,0.0004937519,0.00045813186,0.00022971816,0.0005756981,0.00042602752,0.0016119827,0.00021152584,0.0000067496467],"category_scores_gemma":[0.0000023569842,0.00039640648,0.000064851825,0.000037162055,0.00013318074,0.00024534645,0.001252471,0.0008148391,0.0000054528105],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008914909,0.0000724475,0.00009296772,0.0011051327,0.0005896215,0.0001734214,0.014690465,0.000041018568,0.00022402378,0.83279264,0.0007290042,0.1494001],"study_design_scores_gemma":[0.004936422,0.002730161,0.0035159695,0.011974291,0.0014555365,0.0004196035,0.0017354141,0.08583992,0.0032152208,0.17292784,0.70417434,0.0070752623],"about_ca_topic_score_codex":0.0013249683,"about_ca_topic_score_gemma":0.0022809545,"teacher_disagreement_score":0.7034454,"about_ca_system_score_codex":0.000021064483,"about_ca_system_score_gemma":0.000069007576,"threshold_uncertainty_score":0.9998488},"labels":[],"label_agreement":null},{"id":"W4408881111","doi":"10.1007/979-8-8688-1221-7_8","title":"Adding Intelligence to Our Discord Bots, Part 2: Improving Our Moderator Bot","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brandon University","funders":"","keywords":"Moderation; Psychology; Computer science; Social psychology","score_opus":0.028256825807944707,"score_gpt":0.28129661556357693,"score_spread":0.25303978975563224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408881111","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000014564129,0.00013454139,0.8330003,0.00017951985,0.0011677734,0.00071780063,0.000041897587,0.0012785718,0.16347815],"genre_scores_gemma":[0.017753864,0.000035403507,0.22559857,0.0013194684,0.0006192312,0.000419946,0.0000074037866,0.00013162202,0.7541145],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969271,0.00003319367,0.0006505087,0.00134016,0.0004845761,0.0005644962],"domain_scores_gemma":[0.99739856,0.00006925749,0.0003459011,0.0017072392,0.00022530784,0.00025374448],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002123616,0.00064539816,0.000580499,0.00043480267,0.0002803953,0.00039722037,0.0019926284,0.00035532247,0.0000049970977],"category_scores_gemma":[0.000095609044,0.0006824197,0.000222969,0.00005056507,0.000024041168,0.0003299718,0.0019620731,0.00077885255,0.00006355149],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015086528,0.0000066678604,2.3463036e-7,0.000082603496,0.00003702461,0.0000440327,0.00011743855,0.000053933498,0.0005078337,0.3220223,0.0037498628,0.67336303],"study_design_scores_gemma":[0.00012577372,0.0003352161,7.4177234e-7,0.002099805,0.00007467588,0.00004374736,0.0000880417,0.0048078173,0.16882607,0.16216788,0.6591335,0.0022967344],"about_ca_topic_score_codex":0.000041948315,"about_ca_topic_score_gemma":0.00003456869,"teacher_disagreement_score":0.6710663,"about_ca_system_score_codex":0.00020731754,"about_ca_system_score_gemma":0.00019474374,"threshold_uncertainty_score":0.9995627},"labels":[],"label_agreement":null},{"id":"W4409930260","doi":"10.1007/979-8-8688-1460-0_8","title":"Building Blocks of JavaScript","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"JavaScript; Unobtrusive JavaScript; Computer science; Programming language; Rich Internet application","score_opus":0.019662509105884386,"score_gpt":0.2509333414228847,"score_spread":0.23127083231700032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409930260","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[8.3800336e-7,0.0002738314,0.4743547,0.000018198552,0.00019679427,0.000102716345,0.0000032396592,0.00028792073,0.52476174],"genre_scores_gemma":[0.0012140858,0.00002709027,0.27139494,0.00018249491,0.000057986916,0.000007885822,0.0000022589143,0.00001895356,0.7270943],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986646,0.000018880544,0.0004056683,0.00045281838,0.00026988174,0.00018814561],"domain_scores_gemma":[0.9984549,0.00009255151,0.00029269658,0.0009315054,0.00017517002,0.000053127413],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016404527,0.00026067227,0.0003919606,0.00028303397,0.00007648996,0.000068197696,0.0013830286,0.00026585723,0.000010609106],"category_scores_gemma":[0.000018061697,0.00027068044,0.00016885392,0.000020133417,0.000074242285,0.00004584769,0.00073024374,0.00027304346,0.0000034026186],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018587531,0.0000045036095,5.246437e-7,0.00004840954,0.00004674095,0.000005352269,0.00006276707,0.00014174772,0.00008732422,0.9403952,0.011611645,0.047593955],"study_design_scores_gemma":[0.00024638072,0.00007485792,0.0000011949502,0.0011839633,0.000055020653,0.000009840752,6.2545496e-7,0.021880956,0.018838828,0.23941588,0.7176591,0.00063331064],"about_ca_topic_score_codex":0.000019489427,"about_ca_topic_score_gemma":8.59431e-7,"teacher_disagreement_score":0.7060475,"about_ca_system_score_codex":0.000026423242,"about_ca_system_score_gemma":0.00011080056,"threshold_uncertainty_score":0.99997455},"labels":[],"label_agreement":null},{"id":"W4409930274","doi":"10.1007/979-8-8688-1460-0_11","title":"Functions and Scope","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"Scope (computer science); Computer science; Programming language","score_opus":0.016386364739513035,"score_gpt":0.2256913928867866,"score_spread":0.2093050281472736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409930274","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000011264021,0.00063707214,0.07803152,0.00013058697,0.0001663672,0.00025217148,0.00001659858,0.00014041101,0.92062414],"genre_scores_gemma":[0.00042903874,0.0000778241,0.0019345318,0.00033106,0.00008015918,0.00010334402,0.000007398842,0.000011169343,0.9970255],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991901,0.000005697238,0.00015487034,0.00041252395,0.00011542996,0.00012137811],"domain_scores_gemma":[0.99893767,0.000064205306,0.00006403639,0.00081499503,0.000052097203,0.00006701495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004428976,0.00016260511,0.00016032794,0.00010170958,0.00014962249,0.000115372386,0.00047286085,0.0001476487,0.000028515928],"category_scores_gemma":[0.0000026187693,0.00016093638,0.000055320685,0.000010094097,0.00006851393,0.00004601201,0.0004312468,0.00018620897,0.00010699134],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.2946402e-7,0.000002101001,5.040012e-7,0.000015437998,0.00001917148,0.0000015142697,0.000020169455,3.3747696e-7,0.000023428665,0.8549522,0.01989961,0.12506504],"study_design_scores_gemma":[0.00006626681,0.000011963105,0.000005606007,0.000075152406,0.000024435185,0.0000044668195,6.290795e-7,0.00012204933,0.00009995579,0.052868806,0.94656765,0.00015302692],"about_ca_topic_score_codex":0.000017751941,"about_ca_topic_score_gemma":0.00001424336,"teacher_disagreement_score":0.92666805,"about_ca_system_score_codex":0.000012259366,"about_ca_system_score_gemma":0.00008542906,"threshold_uncertainty_score":0.6562795},"labels":[],"label_agreement":null},{"id":"W4409930295","doi":"10.1007/979-8-8688-1460-0_3","title":"Setting Up the Environment","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"Computer science","score_opus":0.014217755802134902,"score_gpt":0.21446087509121095,"score_spread":0.20024311928907604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409930295","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[8.141555e-7,0.00024025576,0.08959587,0.00049274333,0.00018220527,0.00037568092,0.00000991136,0.000087541935,0.909015],"genre_scores_gemma":[0.0008367963,0.000032528216,0.0019735857,0.0008809066,0.000098936594,0.00018104946,0.000005716726,0.000014087144,0.9959764],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990009,0.000013680966,0.00020036616,0.00040501414,0.00021595335,0.00016407488],"domain_scores_gemma":[0.99828595,0.00013428676,0.000117219824,0.0014061629,0.000015204287,0.00004116101],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011400328,0.0001868879,0.00013990032,0.000041763647,0.0002108974,0.000102753285,0.0013336922,0.00012652582,0.000044278964],"category_scores_gemma":[0.0000022433182,0.0001394931,0.000103861326,0.000005151873,0.00007376922,0.000026446618,0.00074729224,0.000269761,0.0002223638],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.1527886e-7,0.000001605826,3.4277394e-7,0.000007820083,0.000021535385,0.0000013237351,0.00011160048,0.0000040451873,0.00003093503,0.8442875,0.010327805,0.14520523],"study_design_scores_gemma":[0.000045502544,0.000005470101,0.0000037081231,0.000041798103,0.000020465946,0.0000017358834,0.0000014642038,0.00041832722,0.0003888688,0.06422666,0.9347065,0.00013948837],"about_ca_topic_score_codex":0.000010420185,"about_ca_topic_score_gemma":0.0000019753504,"teacher_disagreement_score":0.9243787,"about_ca_system_score_codex":0.000028117538,"about_ca_system_score_gemma":0.000055750494,"threshold_uncertainty_score":0.56883633},"labels":[],"label_agreement":null},{"id":"W4409930327","doi":"10.1007/979-8-8688-1460-0_1","title":"Introduction to JavaScript Syntax","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"JavaScript; Syntax; Unobtrusive JavaScript; Programming language; Computer science; Linguistics; Natural language processing; Philosophy; Rich Internet application","score_opus":0.013637984474122277,"score_gpt":0.21940782018501725,"score_spread":0.20576983571089497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409930327","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000025877387,0.00017289331,0.26883438,0.00072549604,0.0035303012,0.000327125,0.000024207455,0.0003677444,0.72601527],"genre_scores_gemma":[0.0017703725,0.0000030580454,0.0040869866,0.0005293878,0.0020971328,0.000024722181,0.000028985078,0.000025432242,0.9914339],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979399,0.000035570654,0.00041387384,0.0009052119,0.00037645697,0.0003289957],"domain_scores_gemma":[0.997983,0.000060907005,0.0001693377,0.0014764826,0.00016441503,0.00014585965],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023311289,0.0003724631,0.00043459382,0.00024202558,0.00014179302,0.00030752254,0.0015113184,0.0002665733,0.000023425491],"category_scores_gemma":[0.00002607537,0.00038233766,0.00017044693,0.000032063293,0.000033663287,0.0000667574,0.0007006106,0.00034400765,0.0004977131],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000039485985,0.0000040772456,2.4207426e-7,0.000059001926,0.000061351944,0.000013097535,0.00013252786,0.00011012516,0.000031788135,0.6359885,0.3299521,0.033643253],"study_design_scores_gemma":[0.000089410176,0.000044198598,0.0000015376631,0.00028684665,0.000022836697,0.000018831211,0.0000012893033,0.0006487147,0.00019672362,0.009772316,0.98854625,0.00037106103],"about_ca_topic_score_codex":0.00004343546,"about_ca_topic_score_gemma":0.000006798382,"teacher_disagreement_score":0.65859413,"about_ca_system_score_codex":0.00008569635,"about_ca_system_score_gemma":0.0001212153,"threshold_uncertainty_score":0.99986285},"labels":[],"label_agreement":null},{"id":"W4409930899","doi":"10.1007/979-8-8688-1460-0_10","title":"Control Flow in JavaScript","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"JavaScript; Computer science; Unobtrusive JavaScript; Control flow; Programming language; Rich Internet application","score_opus":0.013641746383127968,"score_gpt":0.22575055474867062,"score_spread":0.21210880836554266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409930899","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.7416849e-7,0.0002235353,0.46073908,0.000060692793,0.00021372359,0.00018385283,0.0000048948345,0.0003436421,0.5382304],"genre_scores_gemma":[0.0019999444,0.000028723867,0.08063626,0.0012494894,0.00008819646,0.000036832895,0.000007158717,0.000026642525,0.91592675],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99856603,0.00003775668,0.00037716015,0.000538085,0.0002304199,0.00025056498],"domain_scores_gemma":[0.99875003,0.000107752916,0.00014252574,0.0008476722,0.00009323081,0.0000587835],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020198304,0.00029138054,0.00040565204,0.00033460645,0.00006460785,0.00013126047,0.001202064,0.00030544848,0.000012156613],"category_scores_gemma":[0.000019010196,0.00030308779,0.00012748045,0.000020216929,0.000049116734,0.00006230334,0.00033634325,0.0003939609,0.00002488508],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007187636,0.000009541497,0.0000030991828,0.00003861665,0.00004184471,0.000043762033,0.00012285422,0.0012648702,0.0000075356093,0.89670384,0.023312448,0.078444414],"study_design_scores_gemma":[0.0007794339,0.000050316878,0.000006309001,0.00064091204,0.000022398031,0.000007107383,4.471267e-7,0.2562024,0.00027753494,0.099460825,0.6419068,0.00064548827],"about_ca_topic_score_codex":0.000031233034,"about_ca_topic_score_gemma":0.000010435426,"teacher_disagreement_score":0.797243,"about_ca_system_score_codex":0.000054822824,"about_ca_system_score_gemma":0.00012626081,"threshold_uncertainty_score":0.9999421},"labels":[],"label_agreement":null},{"id":"W4409931030","doi":"10.1007/979-8-8688-1460-0_13","title":"Error Handling","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"Computer science","score_opus":0.28355055043998456,"score_gpt":0.46851868400441704,"score_spread":0.18496813356443248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409931030","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00005060552,0.00028714762,0.000626825,0.0008739775,0.0005912555,0.00068963045,0.000050472252,0.00012360455,0.9967065],"genre_scores_gemma":[0.002297669,0.000043161213,0.0018588414,0.0038557572,0.0006853004,0.000021835567,0.00023582166,0.00006135199,0.9909403],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981586,0.000017481245,0.0008928044,0.0004000758,0.0003439038,0.00018716227],"domain_scores_gemma":[0.9980175,0.0007604122,0.0003362809,0.0005661975,0.00020423294,0.000115389],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032473452,0.0002647257,0.0004987208,0.0001399838,0.00006548728,0.000025718593,0.0001163813,0.00038610067,0.0007532522],"category_scores_gemma":[0.000679153,0.00025337702,0.00019366277,0.0000059886142,0.00007352562,0.000031404772,0.00014068116,0.0007207028,0.00018064193],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00090650463,0.00006309177,0.000048544884,0.0010328223,0.0012040772,0.00032709632,0.00021789288,0.0000033266538,0.0009470869,0.18509486,0.19001798,0.62013674],"study_design_scores_gemma":[0.0011906424,0.000100791076,0.000015714504,0.0007458582,0.0009792665,0.000022557124,0.000016650669,0.00006651756,0.00029231978,0.0064345463,0.98991734,0.00021777157],"about_ca_topic_score_codex":0.00007808009,"about_ca_topic_score_gemma":0.00004993025,"teacher_disagreement_score":0.7998994,"about_ca_system_score_codex":0.00007096137,"about_ca_system_score_gemma":0.00031048953,"threshold_uncertainty_score":0.99999183},"labels":[],"label_agreement":null},{"id":"W4412825322","doi":"10.1007/979-8-8688-1557-7_3","title":"Exploring the Workspace of Fresco and Its Tools: Part 1","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Fresco; Workspace; Computer science; Computer graphics (images); Engineering drawing; Art; Visual arts; Artificial intelligence; Engineering","score_opus":0.08475847136691103,"score_gpt":0.20880182319338528,"score_spread":0.12404335182647425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412825322","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00016032571,0.003367957,0.0070584537,0.000028912042,0.00033746133,0.0002382678,0.000028404882,0.000109789944,0.9886704],"genre_scores_gemma":[0.063428044,0.0008478838,0.0016636858,0.00016784946,0.0006589584,0.00017768561,0.000022138469,0.00013652164,0.9328972],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99947023,0.000008125461,0.00015931294,0.00013033963,0.0001279385,0.000104036844],"domain_scores_gemma":[0.99945265,0.00028223518,0.000033096596,0.00017794981,0.000027154423,0.00002693462],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000046484798,0.00017444657,0.00018970197,0.000058308262,0.000043524476,0.000020792313,0.00014957847,0.0000710476,0.000011436481],"category_scores_gemma":[0.000008095803,0.00013848965,0.000056359946,0.0000063587386,0.000035408437,0.000029809826,0.00007501686,0.0002492099,0.0000046333944],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001711362,0.0000018146791,5.155e-7,0.000400752,0.00034286303,0.000010294497,0.0010075393,0.009896168,0.00009690658,0.7101741,0.00522435,0.27282763],"study_design_scores_gemma":[0.0002269417,0.000036859932,0.000053542088,0.0018495235,0.00019560581,0.000008199181,0.000025191603,0.002803893,0.0026460967,0.07698222,0.91459084,0.0005810795],"about_ca_topic_score_codex":0.0000016929678,"about_ca_topic_score_gemma":0.0000043463547,"teacher_disagreement_score":0.9093665,"about_ca_system_score_codex":0.000008156252,"about_ca_system_score_gemma":0.000014694204,"threshold_uncertainty_score":0.56474435},"labels":[],"label_agreement":null},{"id":"W4412825331","doi":"10.1007/979-8-8688-1557-7_9","title":"Exporting, Editing Files, and Using Them Later in Other Adobe Apps","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Adobe; World Wide Web; Computer science; Computer graphics (images); Database; Multimedia","score_opus":0.05127304373370492,"score_gpt":0.2851956804072672,"score_spread":0.2339226366735623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412825331","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010185224,0.00030979756,0.0000071815557,0.000026380761,0.00036546463,0.00024372387,0.000028101493,0.0000467328,0.9979541],"genre_scores_gemma":[0.011557876,0.000036022866,0.00016934569,0.00029502867,0.0006667434,0.000009748418,0.0000046846976,0.00003266969,0.98722786],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988678,0.000018733157,0.00027636893,0.00029450224,0.00024329178,0.0002992986],"domain_scores_gemma":[0.9994578,0.00008717924,0.00018232044,0.00015151565,0.000034037064,0.00008716815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025199744,0.00018953907,0.00027092284,0.000077183984,0.000072244664,0.0001275863,0.0001672026,0.0002756018,0.00020543115],"category_scores_gemma":[0.000056748428,0.00018192394,0.00006833657,0.000008957335,0.0002383691,0.000067295674,0.00013487879,0.00023145782,0.000008874004],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000117426935,0.000011322969,0.00048764402,0.00013585208,0.000056411925,0.000062759784,0.015661776,0.0000010518819,0.0000315885,0.31787783,0.0030624545,0.66259956],"study_design_scores_gemma":[0.000115114075,0.000004513711,0.000011043955,0.00084804394,0.000020578971,8.8306683e-7,0.0004339847,0.0000075657535,0.000037121532,0.008164344,0.9901602,0.00019655425],"about_ca_topic_score_codex":0.0004981772,"about_ca_topic_score_gemma":0.0009450835,"teacher_disagreement_score":0.9870978,"about_ca_system_score_codex":0.000042847158,"about_ca_system_score_gemma":0.0001143932,"threshold_uncertainty_score":0.7418643},"labels":[],"label_agreement":null},{"id":"W4412825332","doi":"10.1007/979-8-8688-1557-7_6","title":"Working with Drawing Aids on the Canvas","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Visual arts; Art; Sociology; Aesthetics; Psychology","score_opus":0.06750597502988297,"score_gpt":0.22437224392939442,"score_spread":0.15686626889951144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412825332","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000038651855,0.00007875649,0.00000892219,0.0004075156,0.0008834844,0.00023684032,0.000004843459,0.0000648409,0.9982762],"genre_scores_gemma":[0.028243264,0.000004538129,0.00004000341,0.0028338511,0.000550821,0.000047219088,0.000010240316,0.000031327138,0.9682387],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99924135,0.000010914399,0.00016542089,0.00021842263,0.00021101988,0.00015288901],"domain_scores_gemma":[0.9993595,0.00014237114,0.00009411475,0.00030857764,0.0000597049,0.000035754583],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007666126,0.00022319803,0.00017111762,0.00008892925,0.00057602674,0.0002021301,0.00019804864,0.00006025318,0.0021056815],"category_scores_gemma":[0.0000045800557,0.00013396841,0.000060320242,0.0000019859767,0.0001807092,0.000014579608,0.00006402638,0.00028012614,0.00012652963],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009858183,0.0000032066048,0.0000020937591,0.000010803777,0.0000826191,0.0000029317794,0.014696389,4.0131837e-7,1.7239547e-7,0.94461817,0.030712662,0.009860685],"study_design_scores_gemma":[0.000067487825,0.000023791332,0.0000013522107,0.0006411897,0.000035829984,5.951876e-7,0.0005921696,6.245904e-7,0.00002772331,0.013615613,0.98480177,0.00019187639],"about_ca_topic_score_codex":0.000049902836,"about_ca_topic_score_gemma":0.0005479269,"teacher_disagreement_score":0.9540891,"about_ca_system_score_codex":0.00004630613,"about_ca_system_score_gemma":0.00018268658,"threshold_uncertainty_score":0.99880654},"labels":[],"label_agreement":null},{"id":"W4412942129","doi":"10.1007/979-8-8688-1557-7_4","title":"Exploring the Workspace of Fresco and Its Tools: Part 2","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Fresco; Workspace; Computer science; Artificial intelligence; Art; Visual arts; Robot","score_opus":0.08146525486474294,"score_gpt":0.20825279619458165,"score_spread":0.12678754132983872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412942129","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015790669,0.0034069768,0.0068309726,0.000028529219,0.00033735376,0.00023606111,0.000027459391,0.00010897149,0.9888658],"genre_scores_gemma":[0.062122688,0.00087293406,0.0016177692,0.0001675745,0.00066938205,0.00017336498,0.000022211832,0.00013606361,0.934218],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99947035,0.000008122199,0.00015939742,0.00013022397,0.00012790061,0.00010399145],"domain_scores_gemma":[0.9994578,0.00027752298,0.000033151613,0.0001775466,0.000027083131,0.00002693011],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000046184603,0.00017438094,0.00018975693,0.000058263086,0.000043528253,0.000020845731,0.00014947995,0.00007104809,0.000011181888],"category_scores_gemma":[0.000007980283,0.00013843607,0.000056347046,0.0000063528887,0.000035407855,0.000029834002,0.00007500438,0.00024914203,0.000004574947],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016662909,0.0000017776539,4.8627334e-7,0.00039694266,0.000336001,0.000010415931,0.0009883496,0.009753058,0.000091086884,0.7077979,0.005018964,0.27558836],"study_design_scores_gemma":[0.00022138224,0.000035674773,0.000050824383,0.0017636047,0.00018846792,0.000007954814,0.000024082568,0.0026917586,0.0025416769,0.07518031,0.9167334,0.0005608878],"about_ca_topic_score_codex":0.0000017131779,"about_ca_topic_score_gemma":0.0000043768155,"teacher_disagreement_score":0.91171443,"about_ca_system_score_codex":0.000008159018,"about_ca_system_score_gemma":0.000014616841,"threshold_uncertainty_score":0.5645259},"labels":[],"label_agreement":null},{"id":"W4415619802","doi":"10.1007/979-8-8688-1856-1_19","title":"Paul Barrett","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Shipbuilding; Government (linguistics); Officer; Work (physics); Shipyard; Order (exchange); Naval architecture","score_opus":0.0341022768391006,"score_gpt":0.3057837759440982,"score_spread":0.2716814991049976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415619802","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[5.7283296e-7,0.0014871018,0.00002525257,0.0029335234,0.0005634521,0.00026091395,0.000043877375,0.00012784067,0.99455744],"genre_scores_gemma":[0.004346,0.00037796676,0.00008267932,0.0010178173,0.0009596065,0.000019303861,0.000003604998,0.000023085711,0.99316996],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99881256,0.00003359507,0.00020651074,0.000291368,0.00033277358,0.0003232191],"domain_scores_gemma":[0.9992558,0.00016569658,0.0001110943,0.00029953913,0.00005945866,0.00010841773],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001596202,0.00022506774,0.00032155777,0.00008094319,0.0007436238,0.00004453314,0.00037609803,0.00036520194,0.0003642951],"category_scores_gemma":[0.000061741644,0.00020387629,0.00016988441,0.000007160698,0.00072255445,0.000021587428,0.00019800544,0.00030358898,0.00016025463],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027328026,0.0000011817266,0.0000029501412,0.000021343389,0.00007021243,0.000008121322,0.0024785053,1.7978138e-8,1.5941981e-7,0.73041755,0.25579336,0.011203864],"study_design_scores_gemma":[0.000058232774,0.0000063887837,0.0000062872996,0.00016185861,0.00006585433,2.6192518e-7,0.0001505966,1.7500277e-7,0.0000043583414,0.13798124,0.8613722,0.00019256584],"about_ca_topic_score_codex":0.0012119797,"about_ca_topic_score_gemma":0.0012544683,"teacher_disagreement_score":0.60557884,"about_ca_system_score_codex":0.00007017245,"about_ca_system_score_gemma":0.0002712024,"threshold_uncertainty_score":0.8313834},"labels":[],"label_agreement":null},{"id":"W4416347229","doi":"10.1007/979-8-8688-1826-4","title":"Streamlit for Web Development","year":2025,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Web Applications and Data Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Universidad de Zaragoza; University of Ottawa","keywords":"The Internet; Web application; Web development; Web standards; Web technology","score_opus":0.02095258705305929,"score_gpt":0.24576174123991035,"score_spread":0.22480915418685105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416347229","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[5.205743e-7,0.00007770705,0.3437829,0.00007069223,0.00015894706,0.0006640237,0.00005981578,0.00013185738,0.65505356],"genre_scores_gemma":[0.000029598692,0.0000043727264,0.09850758,0.00034726618,0.00007946452,0.00084674364,0.00017825174,0.000013316988,0.8999934],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986573,0.000008496711,0.00028525028,0.0006150283,0.00019824841,0.00023569263],"domain_scores_gemma":[0.99829245,0.00008832013,0.00012163262,0.0013588258,0.00008072174,0.000058035814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015206216,0.00022215521,0.00021575586,0.0001501601,0.00015060102,0.00022646495,0.0017378561,0.00012376503,0.000007418819],"category_scores_gemma":[0.0000057668467,0.00021968456,0.00007640038,0.000022491404,0.00002583972,0.00006538772,0.0010587035,0.0001016641,0.00005874702],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.859984e-7,0.000008645778,1.4571678e-7,0.000101426696,0.0000421124,8.22594e-7,0.000032094456,8.5233916e-7,0.0000042666425,0.5803003,0.24137941,0.17812894],"study_design_scores_gemma":[0.00017347115,0.000009991686,0.000005170952,0.00008896693,0.000020429337,3.2438655e-7,0.0000011509449,0.00044881293,0.0002266748,0.021461762,0.9773391,0.00022418067],"about_ca_topic_score_codex":0.00000403073,"about_ca_topic_score_gemma":0.000012918263,"teacher_disagreement_score":0.73595965,"about_ca_system_score_codex":0.0001141661,"about_ca_system_score_gemma":0.0008154993,"threshold_uncertainty_score":0.8958476},"labels":[],"label_agreement":null},{"id":"W476863","doi":"10.1007/978-1-4302-6350-0_17","title":"Commodities and Other Exotic Financial Products","year":2013,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Global Financial Crisis and Policies","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dance; Tourism; Geography; Population; Small town; Town hall; Archaeology; Economy; Economic history; History; Socioeconomics; Sociology; Visual arts; Art; Economics; Demography","score_opus":0.06235174804209379,"score_gpt":0.20234958194311994,"score_spread":0.13999783390102616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W476863","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026181056,0.006073919,0.00001410206,0.00015610213,0.0006450057,0.00039912242,0.00079526386,0.000053085616,0.9892453],"genre_scores_gemma":[0.061383747,0.00017642113,0.00014217212,0.0014863111,0.0008770367,0.000047017158,0.00001644704,0.00009826959,0.9357726],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99854726,0.000005396025,0.0005546202,0.00050345936,0.000051304807,0.00033797463],"domain_scores_gemma":[0.9989545,0.000030502744,0.00038635192,0.00049149327,0.000050702598,0.00008647763],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001311047,0.00038296593,0.00072335015,0.00015715623,0.00014104386,0.00014086693,0.0002580119,0.00037368073,0.00049412803],"category_scores_gemma":[0.000048125774,0.0004233459,0.00011835817,0.000009680343,0.00025244034,0.00006694517,0.00016307342,0.00028880307,0.0012860384],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000049363666,0.0000056112053,0.00004863016,0.000089372836,0.000026858306,0.0000033869405,0.00033980212,4.0140827e-7,0.0000018404339,0.9606415,0.037514903,0.0013227441],"study_design_scores_gemma":[0.000124545,0.000036899964,0.00025532834,0.000059243594,0.0000118094185,0.0000065181534,0.000003874481,0.0000031580514,0.000020514688,0.26621494,0.7329027,0.0003604999],"about_ca_topic_score_codex":0.0007457004,"about_ca_topic_score_gemma":0.00006436726,"teacher_disagreement_score":0.6953878,"about_ca_system_score_codex":0.000038248767,"about_ca_system_score_gemma":0.000030466002,"threshold_uncertainty_score":0.99982184},"labels":[],"label_agreement":null},{"id":"W7117959322","doi":"10.1007/979-8-8688-2148-6_4","title":"Color","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rockyview General Hospital","funders":"","keywords":"Feature (linguistics); Interpretation (philosophy); Perception; False color; Pixel; Painting","score_opus":0.051511262509384204,"score_gpt":0.31848859151527575,"score_spread":0.26697732900589155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117959322","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000022798018,0.00024197242,0.00019472254,0.000061976614,0.0016137194,0.0004275038,0.00006021733,0.00021697936,0.99716014],"genre_scores_gemma":[0.0015945149,0.000007507976,0.00008000434,0.0016110103,0.0002961771,0.00009153503,0.000025420439,0.000047551668,0.9962463],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988627,0.000030275542,0.0002746685,0.0004528769,0.0001533625,0.00022613344],"domain_scores_gemma":[0.9989733,0.00012134954,0.00010629152,0.00065337546,0.00006158132,0.000084069885],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000083700535,0.000284076,0.00034239847,0.00017281456,0.00007398116,0.000029953973,0.00028063997,0.00059662655,0.02268902],"category_scores_gemma":[0.000006230475,0.0002901043,0.0001946388,0.0000053935137,0.000120443445,0.000008644455,0.000096571704,0.00038815828,0.0047317133],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007468035,0.000008857538,8.2112115e-7,0.000016305605,0.00010337738,0.000041009538,0.00031133482,8.702242e-8,0.00004676518,0.6571057,0.30343473,0.038856365],"study_design_scores_gemma":[0.00034885074,0.00006438302,0.000039428633,0.00006847782,0.00008553456,0.0000082484175,0.000016626556,0.0000018802388,0.000014597341,0.012495789,0.98658705,0.00026912708],"about_ca_topic_score_codex":0.000038771228,"about_ca_topic_score_gemma":0.000033690278,"teacher_disagreement_score":0.6831523,"about_ca_system_score_codex":0.000043450043,"about_ca_system_score_gemma":0.00006274039,"threshold_uncertainty_score":0.9999551},"labels":[],"label_agreement":null},{"id":"W7117970087","doi":"10.1007/979-8-8688-2148-6_8","title":"Space","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rockyview General Hospital","funders":"","keywords":"Space (punctuation); Process (computing); Point (geometry); Topology (electrical circuits)","score_opus":0.027748258015005394,"score_gpt":0.2149695109789324,"score_spread":0.18722125296392703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117970087","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000023365276,0.0011077812,0.0000071716336,0.00026195793,0.0005768925,0.00019337157,0.00013775301,0.00036183977,0.9973509],"genre_scores_gemma":[0.0010183892,0.000046443005,0.0000231958,0.00059446756,0.0007542498,0.000020493075,0.000038539736,0.000036822028,0.9974674],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99922353,0.000004987859,0.00016750662,0.00028607994,0.00012535951,0.00019254262],"domain_scores_gemma":[0.99932784,0.000022442217,0.000099010846,0.00043494825,0.000080270314,0.000035489287],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000029544695,0.00028169507,0.00028865217,0.000088012355,0.00026660683,0.00008476393,0.00030762234,0.00035958804,0.0022681928],"category_scores_gemma":[0.000005370269,0.00023668839,0.00015173363,5.697138e-7,0.00042732083,0.000025621579,0.00014577377,0.0004602975,0.00026173185],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003528321,0.0000024549631,9.349102e-8,0.000028900273,0.00007585119,0.000009647091,0.0028279647,2.2496737e-8,0.000004238557,0.7470755,0.24564102,0.004330804],"study_design_scores_gemma":[0.00008174788,0.000020559099,1.262374e-7,0.00014449038,0.00008942316,0.0000013897837,0.00016593628,5.3071665e-7,0.00007798,0.13276151,0.8664265,0.000229775],"about_ca_topic_score_codex":0.000060207534,"about_ca_topic_score_gemma":0.0012679463,"teacher_disagreement_score":0.62078553,"about_ca_system_score_codex":0.000018960145,"about_ca_system_score_gemma":0.000031502776,"threshold_uncertainty_score":0.9986439},"labels":[],"label_agreement":null},{"id":"W7117974063","doi":"10.1007/979-8-8688-2148-6_7","title":"Form","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rockyview General Hospital","funders":"","keywords":"Element (criminal law); Generative grammar; Object (grammar); Sketch; Dimension (graph theory); Relation (database)","score_opus":0.029877004410097677,"score_gpt":0.21569462146628118,"score_spread":0.1858176170561835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117974063","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000002550628,0.0007724113,0.0000063153593,0.0001207047,0.0005391519,0.00020535546,0.00015993857,0.00033903588,0.99785453],"genre_scores_gemma":[0.0011965694,0.00004133434,0.000016676784,0.000722138,0.00070591253,0.000027930913,0.00005519249,0.000034264147,0.99719995],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992331,0.000002867199,0.00019128996,0.0002561037,0.00012032578,0.00019629722],"domain_scores_gemma":[0.99937326,0.000019073299,0.000096642914,0.0003986515,0.0000793555,0.000033021315],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002915218,0.00026837573,0.000278114,0.00008691495,0.00028528806,0.000080110665,0.00031353784,0.0003556501,0.0021905578],"category_scores_gemma":[0.0000041367625,0.00021943072,0.00016176197,4.90472e-7,0.00037179707,0.000032449767,0.00014164356,0.00041988702,0.00020456972],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037181946,0.0000025447787,7.833909e-8,0.00003859215,0.00007901388,0.0000071983363,0.0035496212,7.873191e-9,0.0000018723517,0.79287827,0.18947232,0.013966773],"study_design_scores_gemma":[0.000079039055,0.000021067635,9.9651025e-8,0.00011624843,0.000076976015,0.0000012932143,0.0001574447,5.286011e-7,0.000042032018,0.22540167,0.7739083,0.00019526405],"about_ca_topic_score_codex":0.000046004414,"about_ca_topic_score_gemma":0.0015492867,"teacher_disagreement_score":0.584436,"about_ca_system_score_codex":0.000020781808,"about_ca_system_score_gemma":0.000029125853,"threshold_uncertainty_score":0.9987216},"labels":[],"label_agreement":null},{"id":"W7117982698","doi":"10.1007/979-8-8688-2148-6_6","title":"Texture","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rockyview General Hospital","funders":"","keywords":"Texture (cosmology); Rendering (computer graphics); Texture filtering; Shading; Visualization; Image texture","score_opus":0.018428691072298154,"score_gpt":0.2634123330856443,"score_spread":0.24498364201334616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117982698","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[6.2041146e-8,0.00021444644,0.44531024,0.000035968456,0.00023603442,0.00013317386,0.000005604551,0.00043173163,0.55363274],"genre_scores_gemma":[0.000499573,0.00006209611,0.0058594113,0.0010968529,0.00013167743,0.000019467727,0.000011334388,0.0000250321,0.99229455],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99876213,0.000013067736,0.0002634997,0.0005294438,0.0002603062,0.00017152671],"domain_scores_gemma":[0.9985437,0.00005516751,0.00014286363,0.001051527,0.00014053586,0.00006624992],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008914891,0.00028708478,0.00027537433,0.00030585573,0.00009970598,0.00023238808,0.0014244593,0.0003239321,0.000020846033],"category_scores_gemma":[0.000003825459,0.0002825609,0.00017142994,0.000022233355,0.000050493447,0.00006007814,0.0008736969,0.00030935308,0.000015907981],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.2811754e-7,0.0000030384685,3.5579484e-7,0.00002848797,0.000025493859,0.000008582454,0.000049918373,8.476911e-8,0.000003182472,0.89075893,0.02760405,0.08151735],"study_design_scores_gemma":[0.000047116337,0.000021617052,0.0000010505403,0.0001733155,0.000009588368,0.0000029697565,1.0936366e-7,0.0021090447,0.00028891308,0.30712754,0.68999475,0.00022397008],"about_ca_topic_score_codex":0.000006894049,"about_ca_topic_score_gemma":0.0000037608804,"teacher_disagreement_score":0.6623907,"about_ca_system_score_codex":0.000019283285,"about_ca_system_score_gemma":0.00009531913,"threshold_uncertainty_score":0.9999626},"labels":[],"label_agreement":null},{"id":"W7117992627","doi":"10.1007/979-8-8688-2148-6_1","title":"Art, Vision, and Computers","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rockyview General Hospital","funders":"","keywords":"Object (grammar); Class (philosophy); Function (biology); Visualization; Window (computing)","score_opus":0.017890230334618278,"score_gpt":0.21340870259404368,"score_spread":0.1955184722594254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117992627","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000063470507,0.00095657376,0.00002824013,0.00021643474,0.00047329036,0.00017885193,0.00008636112,0.00023035276,0.99782354],"genre_scores_gemma":[0.0008356548,0.000073250565,0.00004981485,0.0010352151,0.00038529682,0.000009495075,0.000044648023,0.000025818725,0.99754083],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99925876,0.0000059592494,0.00018005416,0.00029849,0.00010250048,0.00015426062],"domain_scores_gemma":[0.9994796,0.000034627097,0.00008638727,0.00029460745,0.0000628426,0.00004196418],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003259663,0.0002647233,0.0002923004,0.000089759385,0.00027184843,0.000121406985,0.00019626581,0.0002644123,0.00050594244],"category_scores_gemma":[0.000002829244,0.00021104893,0.000087089626,5.795768e-7,0.0005532517,0.00003353916,0.00018507775,0.00033316077,0.00008011098],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033745268,0.0000023367588,1.5202113e-7,0.000035100034,0.00006041228,0.000007783717,0.0019453334,3.2321996e-8,0.0000018836736,0.65247846,0.33307275,0.012392368],"study_design_scores_gemma":[0.0001234831,0.000040286082,7.259208e-7,0.00022871097,0.00007167609,0.0000033026736,0.000107918626,0.0000050902304,0.000010494691,0.07107942,0.92811227,0.00021664296],"about_ca_topic_score_codex":0.000015566051,"about_ca_topic_score_gemma":0.0003890801,"teacher_disagreement_score":0.5950395,"about_ca_system_score_codex":0.000010020302,"about_ca_system_score_gemma":0.00001538097,"threshold_uncertainty_score":0.86063254},"labels":[],"label_agreement":null},{"id":"W7117994551","doi":"10.1007/979-8-8688-2148-6_9","title":"Dynamism","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rockyview General Hospital","funders":"","keywords":"Dynamism; Painting; Motion (physics); Feature (linguistics); Electronics","score_opus":0.023315628350860786,"score_gpt":0.21173120965791173,"score_spread":0.18841558130705094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117994551","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000040237273,0.0007647615,0.000008781152,0.00014662764,0.00064586307,0.0001992806,0.00019004429,0.00039139125,0.99764925],"genre_scores_gemma":[0.0015334813,0.000042697833,0.000017630762,0.00066866283,0.000627953,0.000025814054,0.00007104267,0.00003975394,0.996973],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.999159,0.0000051538004,0.0002022459,0.00030091236,0.00013243653,0.00020026251],"domain_scores_gemma":[0.9993105,0.000019355382,0.00010320645,0.00044765347,0.00008189885,0.000037381487],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003080294,0.0002972356,0.00030230408,0.00009492277,0.0002896823,0.00008531416,0.0003439379,0.0004030759,0.0023166728],"category_scores_gemma":[0.0000047121657,0.000250909,0.00016610994,5.5140583e-7,0.00044666554,0.000026407346,0.00014910674,0.00049212936,0.00022538632],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003529661,0.0000031593588,8.54519e-8,0.000041593838,0.00009782551,0.000012712038,0.0026347234,3.0338267e-8,0.0000036017377,0.84635514,0.13939247,0.011455125],"study_design_scores_gemma":[0.00008724304,0.000019574143,1.9900868e-7,0.00014251424,0.00009290996,0.000001580173,0.000121432204,0.0000019791491,0.000022693133,0.16477568,0.8344998,0.00023441443],"about_ca_topic_score_codex":0.00005722788,"about_ca_topic_score_gemma":0.0010816961,"teacher_disagreement_score":0.69510734,"about_ca_system_score_codex":0.000024022433,"about_ca_system_score_gemma":0.000031623404,"threshold_uncertainty_score":0.99999434},"labels":[],"label_agreement":null},{"id":"W7118003737","doi":"10.1007/979-8-8688-2148-6_3","title":"Value","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Earthquake and Disaster Impact Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rockyview General Hospital","funders":"","keywords":"Value (mathematics); Scale (ratio); Line (geometry); Measure (data warehouse); Relation (database)","score_opus":0.036384191573506974,"score_gpt":0.30946938656394724,"score_spread":0.27308519499044026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7118003737","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000019100622,0.00095169985,0.00001927568,0.00028135747,0.00051848125,0.00024138378,0.000028230286,0.00011924059,0.9978212],"genre_scores_gemma":[0.0053098756,0.00015440513,0.000050409573,0.00081801444,0.00048361777,0.0000103197535,0.0000040870455,0.000018172563,0.99315107],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989015,0.000033626176,0.00018255513,0.00024693596,0.00034873874,0.00028668263],"domain_scores_gemma":[0.99928844,0.00016896041,0.00009148465,0.00027748494,0.00007193239,0.00010169936],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017219035,0.00020561737,0.0002853353,0.000082471095,0.0004922454,0.00008153154,0.0002842318,0.00027646293,0.0002764795],"category_scores_gemma":[0.000059328802,0.00020067823,0.00016109576,0.000006737672,0.00037030666,0.000034347802,0.00014513296,0.00021158451,0.00017785952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000049321848,0.000002638976,0.0000072221383,0.000021249536,0.00007591783,0.0000070900983,0.006222691,1.2408027e-7,0.0000012000344,0.9349386,0.0293636,0.029354712],"study_design_scores_gemma":[0.00007986486,0.000011969418,0.000010523369,0.00015551884,0.00006526222,1.6396457e-7,0.00023240747,1.5510321e-7,0.000011572711,0.09047843,0.9087642,0.00018995052],"about_ca_topic_score_codex":0.00077070255,"about_ca_topic_score_gemma":0.0010606956,"teacher_disagreement_score":0.8794006,"about_ca_system_score_codex":0.000039989183,"about_ca_system_score_gemma":0.00024172365,"threshold_uncertainty_score":0.8183421},"labels":[],"label_agreement":null},{"id":"W7118009751","doi":"10.1007/979-8-8688-1778-6_1","title":"A Quarter Century of GameMaker","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Artificial Intelligence in Games","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Set (abstract data type); Software; Quarter (Canadian coin); Cover (algebra); Globe","score_opus":0.024559373023109204,"score_gpt":0.2560692571330485,"score_spread":0.2315098841099393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7118009751","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000008470494,0.0005405675,0.045975946,0.00009965323,0.00088221574,0.00027216287,0.000015031847,0.00013152002,0.9520744],"genre_scores_gemma":[0.009537319,0.000054097196,0.0048226067,0.00044963503,0.00015942236,0.00002318546,0.0000034735476,0.000031974934,0.9849183],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982666,0.000022087674,0.00053063704,0.00053607946,0.00038370845,0.00026093438],"domain_scores_gemma":[0.99798745,0.0001799133,0.00028338082,0.0012967733,0.00018118697,0.00007130191],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011723954,0.0003090959,0.00043273473,0.00020884816,0.000048049256,0.00007304574,0.0013637131,0.0003114321,0.00009674723],"category_scores_gemma":[0.000019120389,0.00029716306,0.00023782499,0.00001625282,0.00019654809,0.00008024224,0.0005320925,0.00032677766,0.00013431895],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056561676,0.000008250256,0.0000014156205,0.00006246232,0.00005851119,0.000018234521,0.0007067185,0.0000027579988,0.00014305902,0.8873097,0.0075042774,0.10417899],"study_design_scores_gemma":[0.00005570222,0.00006814522,0.000002770354,0.0006132098,0.00004293724,0.0000059004765,0.000016595479,0.0007253152,0.012178361,0.1765216,0.80932945,0.00044000783],"about_ca_topic_score_codex":0.000032021464,"about_ca_topic_score_gemma":0.000014847821,"teacher_disagreement_score":0.80182517,"about_ca_system_score_codex":0.00003235364,"about_ca_system_score_gemma":0.0001318606,"threshold_uncertainty_score":0.999948},"labels":[],"label_agreement":null},{"id":"W7118018121","doi":"10.1007/979-8-8688-2148-6_2","title":"Line","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Digital Image Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rockyview General Hospital","funders":"","keywords":"Pixel; Coordinate system; Computer graphics; Line (geometry); Graphics; Coordinate space","score_opus":0.024146792062821738,"score_gpt":0.2568921359554763,"score_spread":0.23274534389265453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7118018121","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[5.9290056e-8,0.00033279302,0.26765376,0.00008534654,0.00016887211,0.00012832419,0.0000075644016,0.0010195209,0.73060375],"genre_scores_gemma":[0.0002202692,0.000011066864,0.07324147,0.00071470405,0.00007766481,0.000020734185,0.000005350087,0.000029192399,0.92567956],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986811,0.000006040371,0.0002689005,0.0005547192,0.0002739404,0.0002152925],"domain_scores_gemma":[0.99843276,0.00006155178,0.0001509195,0.0011371967,0.00015015654,0.00006742946],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008697598,0.00030935035,0.00029668908,0.00019832404,0.00006049836,0.00050262327,0.0019048877,0.00024429723,0.00000952208],"category_scores_gemma":[0.000022272558,0.0003071765,0.00012157038,0.000012733501,0.000104974424,0.00021746143,0.0012906272,0.00032332455,0.00006992114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.852126e-7,0.0000034273694,4.1367283e-8,0.000048640923,0.00001624914,0.000026077218,0.000019844254,7.629266e-8,0.000029050741,0.66113055,0.012863196,0.32586184],"study_design_scores_gemma":[0.000042858992,0.000023262075,8.4871004e-8,0.00038183315,0.000011182453,0.0000063301213,7.7603154e-8,0.00022196636,0.0052091614,0.42618534,0.567671,0.00024687187],"about_ca_topic_score_codex":0.0000045615225,"about_ca_topic_score_gemma":0.0000015450352,"teacher_disagreement_score":0.55480784,"about_ca_system_score_codex":0.000033743912,"about_ca_system_score_gemma":0.00015109284,"threshold_uncertainty_score":0.999938},"labels":[],"label_agreement":null},{"id":"W7118018434","doi":"10.1007/979-8-8688-2148-6_5","title":"Shape","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rockyview General Hospital","funders":"","keywords":"Representation (politics); Element (criminal law); Object (grammar); Visualization","score_opus":0.0478838461684077,"score_gpt":0.27080970378836866,"score_spread":0.22292585761996098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7118018434","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006177914,0.000038648614,0.000095931406,0.00011860567,0.00014552262,0.00011138742,0.00003335357,0.0001393818,0.9992554],"genre_scores_gemma":[0.010728322,0.00006171033,0.000038252656,0.002800555,0.00008476682,0.000009978368,0.0000047314834,0.000028738768,0.98624295],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99881387,0.000019646557,0.00022223382,0.00049346127,0.00027562643,0.00017516088],"domain_scores_gemma":[0.9992898,0.000030752646,0.00010262139,0.000475042,0.000025631394,0.00007612602],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004239197,0.00024285907,0.00028132825,0.00015334331,0.00011966497,0.000052526317,0.00038273615,0.00021768024,0.002973766],"category_scores_gemma":[0.000030553467,0.00022517574,0.00024229712,0.0000094347615,0.00017687118,0.000018221812,0.00015635509,0.0002944439,0.0008229048],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010573256,0.000009550409,5.0190914e-7,0.00003272892,0.000009342822,0.000058338803,0.0001137922,0.0000011749316,0.010222436,0.7574195,0.013957902,0.21816413],"study_design_scores_gemma":[0.00010449239,0.0000126792365,0.0000010202665,0.00010239089,0.00007617097,0.000007932363,0.0000024967833,0.00020649542,0.0017109415,0.013630252,0.98389095,0.00025418552],"about_ca_topic_score_codex":0.000005112854,"about_ca_topic_score_gemma":0.0000032627584,"teacher_disagreement_score":0.96993303,"about_ca_system_score_codex":0.000023589184,"about_ca_system_score_gemma":0.000047941685,"threshold_uncertainty_score":0.99995506},"labels":[],"label_agreement":null},{"id":"W76534998","doi":"10.1007/978-1-4302-0695-8_1","title":"Introduction to Apache","year":2004,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Knowledge Management and Technology","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Server; Web server; World Wide Web; The Internet; Computer science; Domain Name System; Operating system; Software","score_opus":0.08892505699064258,"score_gpt":0.32569871146928947,"score_spread":0.2367736544786469,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W76534998","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000044389137,0.000102913116,0.0029912249,0.0024141842,0.0015135388,0.0004250438,0.000007941957,0.00022860878,0.99227214],"genre_scores_gemma":[0.008634648,0.0000035105038,0.00052951096,0.00026379488,0.0017952624,0.000025526875,0.0000059002077,0.000045713015,0.98869616],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99735373,0.000019357862,0.0005482995,0.0009484516,0.0008570854,0.00027304716],"domain_scores_gemma":[0.997802,0.000113132555,0.00023535955,0.0015087913,0.0002376791,0.00010301358],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006806505,0.0003060263,0.0004471666,0.0008760369,0.00011179289,0.00017273422,0.0012421052,0.00040384952,0.0026529427],"category_scores_gemma":[0.00033927982,0.00025256275,0.00017421324,0.000046097895,0.00016985016,0.000052073407,0.00071043,0.00037613724,0.0110565405],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009314385,0.0000038177786,0.0000012078432,0.000004014414,0.000025595304,0.0000086994605,0.000084177314,0.0000041839253,0.000041191284,0.67508245,0.065337054,0.2593983],"study_design_scores_gemma":[0.00008330139,0.000038093174,0.0000040187583,0.000014636018,0.000020892048,0.0000022346806,0.000009771185,0.0000015604812,0.00031906078,0.4070742,0.59226966,0.00016255888],"about_ca_topic_score_codex":0.000008083795,"about_ca_topic_score_gemma":0.000051401537,"teacher_disagreement_score":0.5269326,"about_ca_system_score_codex":0.000085089596,"about_ca_system_score_gemma":0.00004019461,"threshold_uncertainty_score":0.99999267},"labels":[],"label_agreement":null},{"id":"W96488275","doi":"10.1007/978-1-4302-0722-1_3","title":"Accessibility and Dreamweaver MX 2004","year":2004,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Web accessibility; European union; World Wide Web; Face (sociological concept); Web site; Political science; Web Accessibility Initiative; Internet privacy; Web standards; Web page; Business; Web development; Computer science; The Internet; International trade; Web application security; Sociology; Social science","score_opus":0.0361984268613506,"score_gpt":0.2992722690566499,"score_spread":0.2630738421952993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W96488275","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0060692113,0.0006215089,0.000005365139,0.00012741116,0.00035804027,0.00082523696,0.00014459985,0.00028648897,0.9915621],"genre_scores_gemma":[0.35339716,0.00003544105,0.000059457536,0.00014492644,0.0002968199,0.000028895265,0.000015569849,0.000057889276,0.64596385],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9970508,0.000053185962,0.0005452923,0.00095912226,0.0008282048,0.00056335947],"domain_scores_gemma":[0.998136,0.00024740817,0.00026302517,0.00081336236,0.00019292261,0.00034729848],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005848686,0.00047633413,0.00057547877,0.00010742646,0.00048787726,0.0006477855,0.00079737365,0.0006443376,0.001094277],"category_scores_gemma":[0.00022151861,0.0004690364,0.00025410514,0.000017450806,0.0033241808,0.00053220923,0.00043895765,0.0004453121,0.000119074444],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028078037,0.000034416214,0.00034503877,0.00018991792,0.00006448649,0.000008776472,0.00470028,6.4476836e-7,0.0000027816495,0.96825975,0.0005433164,0.025822531],"study_design_scores_gemma":[0.00024441458,0.00003320236,0.00025376974,0.00022065548,0.00005990073,9.836474e-7,0.00034221765,2.569957e-7,0.000048296373,0.8095812,0.18869731,0.0005178045],"about_ca_topic_score_codex":0.0025878872,"about_ca_topic_score_gemma":0.004004063,"teacher_disagreement_score":0.34732795,"about_ca_system_score_codex":0.00045581994,"about_ca_system_score_gemma":0.0006442166,"threshold_uncertainty_score":0.99981886},"labels":[],"label_agreement":null}]}