{"meta":{"query_hash":"4f42da1eb4b8","filters":{"venue":"ASME Press eBooks"},"cohort_total":13,"direct_labels_cover":0,"predictions_cover":13,"exported":13,"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/4f42da1eb4b8","api":"https://metacan.xera.ac/api/v1/cohort?venue=ASME+Press+eBooks"},"results":[{"id":"W1002794089","doi":"10.1115/1.860151_ch76","title":"A Comparison of Fixed and Variable Block Allocation in Two Java Virtual Machines","year":2012,"lang":"en","type":"book-chapter","venue":"ASME Press 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":"University of New Brunswick","funders":"","keywords":"Heap (data structure); Computer science; Java; Oracle; Block size; Parallel computing; Block (permutation group theory); Operating system; Java concurrency; Virtual machine; Algorithm; Programming language; Mathematics; Real time Java; Key (lock); Combinatorics","score_opus":0.032012412199013456,"score_gpt":0.2796257820484839,"score_spread":0.2476133698494704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1002794089","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":[0.0057006734,0.002361583,0.014543484,0.00007816227,0.00053364516,0.00067675696,0.000006429453,0.00018676814,0.9759125],"genre_scores_gemma":[0.6902436,0.000012651509,0.0070759417,0.000082499806,0.00021904078,0.00002016434,0.000006318585,0.000043777934,0.30229604],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849427,0.000049984024,0.00047464407,0.0004260972,0.0003055301,0.0002494749],"domain_scores_gemma":[0.99881226,0.00012868927,0.0003259399,0.00060333585,0.000054310556,0.00007544173],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032819473,0.0002720399,0.00045561278,0.00016336047,0.000059413655,0.00007173689,0.00062950345,0.00012233572,0.0000043619193],"category_scores_gemma":[0.0000090770955,0.00025743528,0.000056385077,0.000014538735,0.00007279241,0.00001836276,0.00094668835,0.00029446598,0.0000045592424],"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":[0.000014713677,0.00006671043,0.00022101795,0.00014503415,0.00009854447,0.000004489227,0.0023760796,0.0041230395,0.00012885159,0.84227365,0.00045871772,0.15008917],"study_design_scores_gemma":[0.0020168256,0.00031571806,0.0005704911,0.0012286153,0.00019100467,0.000026019672,0.00002700395,0.6838892,0.0009803397,0.016136741,0.293279,0.0013390358],"about_ca_topic_score_codex":0.00048550987,"about_ca_topic_score_gemma":0.00003822972,"teacher_disagreement_score":0.8261369,"about_ca_system_score_codex":0.00002795097,"about_ca_system_score_gemma":0.000026182948,"threshold_uncertainty_score":0.9999878},"labels":[],"label_agreement":null},{"id":"W141916665","doi":"10.1115/1.802953.paper31","title":"The Impact of Long-Term Memory in the Iterated Prisoner's Dilemma","year":2009,"lang":"en","type":"book-chapter","venue":"ASME Press eBooks","topic":"Evolutionary Game Theory and Cooperation","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":"University of Guelph","funders":"","keywords":"Prisoner's dilemma; Term (time); Dilemma; Iterated function; Computer science; Psychology; Mathematics; Epistemology; Philosophy; Physics","score_opus":0.03792011665797743,"score_gpt":0.3216290018429786,"score_spread":0.28370888518500115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W141916665","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":[0.01640825,0.0009246738,0.000007950449,0.000119302385,0.000106506464,0.00072437164,0.000019665635,0.00003464614,0.98165464],"genre_scores_gemma":[0.5806895,0.00018871704,0.000003030189,0.00005013718,0.0002464479,0.000025260033,0.000019209116,0.0000149201105,0.41876277],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99831635,0.00044455906,0.0003536675,0.00021253552,0.00040946284,0.00026340675],"domain_scores_gemma":[0.99881244,0.00033985227,0.0002469578,0.00040494383,0.00014964314,0.000046152814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010963778,0.00021366194,0.00022920921,0.000051184204,0.00047601885,0.00013079931,0.000672082,0.00025715557,0.00008856479],"category_scores_gemma":[0.00004987822,0.00012422205,0.00018250689,0.000017081085,0.0005003511,0.0001039105,0.000045665707,0.0004003609,0.000011229695],"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":[0.00016867548,0.000039682724,0.00008541149,0.000011594758,0.000097840646,0.000028238668,0.013816428,0.00010442904,0.00005716846,0.91255486,0.0010396367,0.071996056],"study_design_scores_gemma":[0.0038443594,0.0025216541,0.05884535,0.002688985,0.0007495255,0.000086330365,0.0015288743,0.000465524,0.0010036447,0.5619577,0.36220014,0.0041078837],"about_ca_topic_score_codex":0.0010698672,"about_ca_topic_score_gemma":0.0014402427,"teacher_disagreement_score":0.5642812,"about_ca_system_score_codex":0.0000971693,"about_ca_system_score_gemma":0.00024944896,"threshold_uncertainty_score":0.5065628},"labels":[],"label_agreement":null},{"id":"W1584380365","doi":"10.1115/1.859599.paper24","title":"Using Evolvable Regressors to Partition Data","year":2010,"lang":"en","type":"book-chapter","venue":"ASME Press eBooks","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":8,"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 Guelph","funders":"","keywords":"Partition (number theory); Computer science; Data set; Data mining; Process (computing); Set (abstract data type); Artificial intelligence; Mathematics; Combinatorics","score_opus":0.1772480937848931,"score_gpt":0.3245944538905887,"score_spread":0.14734636010569563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1584380365","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":[0.000008028347,0.00019519244,0.4180333,0.00022190336,0.00039573645,0.0004744421,0.00017726692,0.0002080492,0.5802861],"genre_scores_gemma":[0.00034789718,0.000021608243,0.41612765,0.00027498187,0.00049988244,0.00006526364,0.00014425162,0.00005593136,0.58246255],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982347,0.000013799926,0.00029337645,0.0008382977,0.00034582627,0.00027402467],"domain_scores_gemma":[0.9965906,0.000046582638,0.00018229497,0.0028736587,0.00012947057,0.00017739064],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018677938,0.00025701558,0.00022588218,0.00009104759,0.00026904844,0.0001526176,0.0020672297,0.00026202423,0.000035494366],"category_scores_gemma":[0.000011991888,0.0002647528,0.00005853044,0.000013865018,0.000074623495,0.00029400093,0.0017475513,0.000430082,0.00011509795],"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":[0.0000020623652,0.000013507026,4.1949778e-7,0.000014623136,0.00002825834,0.000008596516,0.00006872508,0.00007487797,0.0005904252,0.97901374,0.0045554168,0.01562936],"study_design_scores_gemma":[0.00007967139,0.000018398228,0.0000041619155,0.000097463424,0.000030730593,0.000021402884,5.5514766e-7,0.04289866,0.0005470861,0.04162639,0.9143292,0.00034628212],"about_ca_topic_score_codex":0.00015546012,"about_ca_topic_score_gemma":0.000026076594,"teacher_disagreement_score":0.93738735,"about_ca_system_score_codex":0.000038925824,"about_ca_system_score_gemma":0.00011485389,"threshold_uncertainty_score":0.99998045},"labels":[],"label_agreement":null},{"id":"W2148779162","doi":"10.1115/1.802977.paper218","title":"Information Literacy Training of Public Libraries: A Case from Canada","year":2009,"lang":"en","type":"book-chapter","venue":"ASME Press eBooks","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":30,"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":"Information literacy; Focus group; Medical education; Quality (philosophy); Literacy; Training (meteorology); Public relations; Order (exchange); Psychology; Political science; Pedagogy; Sociology; Business; Medicine","score_opus":0.05450687624615014,"score_gpt":0.25878301659389435,"score_spread":0.20427614034774422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148779162","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":[0.0006795537,0.00017629922,0.00004519047,0.00047168435,0.00037260956,0.00032497328,0.000411295,0.00007886352,0.9974395],"genre_scores_gemma":[0.15362552,0.00010298495,0.0016116452,0.008825537,0.0008095953,0.00002639541,0.00072675437,0.000033059438,0.8342385],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979284,0.0000568059,0.0007799128,0.0001457332,0.00074490975,0.00034424482],"domain_scores_gemma":[0.9982491,0.00022406371,0.00069903524,0.0003359067,0.00022945512,0.00026241288],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00029292097,0.0002286334,0.0003233894,0.00016857308,0.00036753312,0.0007836214,0.0005594154,0.00024042402,0.0005210032],"category_scores_gemma":[0.00011203192,0.00022433136,0.00009968646,0.000027608063,0.00024544614,0.015451975,0.000086930304,0.00027525448,0.000011839228],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000049614546,0.000001909904,0.0000040765867,0.000016920209,0.000023811142,0.000030301893,0.0838711,0.0000013768802,2.2931964e-7,0.6064061,0.0043427413,0.30529648],"study_design_scores_gemma":[0.00013805475,0.000020279358,0.00001273875,0.000105627194,0.00001383858,0.000010197441,0.001938755,0.000055136214,0.000017960414,0.013444285,0.9839969,0.00024621727],"about_ca_topic_score_codex":0.43478593,"about_ca_topic_score_gemma":0.03181192,"teacher_disagreement_score":0.9796542,"about_ca_system_score_codex":0.0000810063,"about_ca_system_score_gemma":0.0030464868,"threshold_uncertainty_score":0.9983184},"labels":[],"label_agreement":null},{"id":"W2150337095","doi":"10.1115/1.861981_ch2","title":"Section VII—Recommended Guidelines for the Care of Power Boilers","year":2019,"lang":"en","type":"book-chapter","venue":"ASME Press eBooks","topic":"Advanced Power Generation Technologies","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":"Boiler (water heating); Engineering; Waste management; Combustion; Pulverized coal-fired boiler; Coal; Process engineering; Chemistry","score_opus":0.06183732085081241,"score_gpt":0.28489456542195957,"score_spread":0.22305724457114717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150337095","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":[0.000020628342,0.0063068643,0.03614375,0.000088917615,0.0034674404,0.0014113154,0.00029641823,0.0008892094,0.9513755],"genre_scores_gemma":[0.030817904,0.0009671155,0.012879211,0.00026176215,0.0007106945,0.0004506347,0.00016047829,0.0004739753,0.95327824],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991019,0.0000036002887,0.00038199686,0.00020966875,0.00014104723,0.00016179614],"domain_scores_gemma":[0.9987931,0.00010589363,0.00014028302,0.0005938227,0.00034944143,0.000017456463],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005104445,0.00028473898,0.00029639847,0.00008172627,0.00004887037,0.000018838098,0.00029924663,0.00036520287,0.000026055315],"category_scores_gemma":[0.000033083128,0.00023120198,0.00015711709,0.0000042559927,0.00004617371,0.000037805014,0.00007890651,0.00025628557,0.0000049868763],"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":[0.00008565307,0.0000064271885,0.0000021278993,0.0011216932,0.001344137,0.0000015392807,0.0018107296,0.09907306,0.006490081,0.28565383,0.34121525,0.26319548],"study_design_scores_gemma":[0.00021612676,0.00004690678,6.2139895e-7,0.000082505394,0.00006271125,0.0000014975413,0.000096893105,0.0013667,0.032132972,0.001768932,0.9639611,0.0002630167],"about_ca_topic_score_codex":0.000007355915,"about_ca_topic_score_gemma":0.000022070337,"teacher_disagreement_score":0.6227459,"about_ca_system_score_codex":0.00006195773,"about_ca_system_score_gemma":0.000023008954,"threshold_uncertainty_score":0.9428143},"labels":[],"label_agreement":null},{"id":"W3032419879","doi":"10.1115/1.862032_ch3","title":"Nuclear Fuel Cycle","year":2020,"lang":"en","type":"book-chapter","venue":"ASME Press eBooks","topic":"Nuclear Materials and Properties","field":"Materials 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":"Uranium; Natural uranium; Nuclear power; Fissile material; Uranium oxide; Commodity; Enriched uranium; Nuclear fuel cycle; Nuclear fuel; Environmental science; Thorium fuel cycle; MOX fuel; Fuel cycle; Waste management; Chemistry; Nuclear chemistry; Business; Nuclear physics; Engineering; Metallurgy; Materials science; Physics","score_opus":0.03931398793267223,"score_gpt":0.2144055112044949,"score_spread":0.17509152327182265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3032419879","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":[0.0011942905,0.00048428308,0.0000014526931,0.000113386704,0.00092315924,0.00027958475,0.00013681891,0.00038380173,0.9964832],"genre_scores_gemma":[0.07180905,0.0001321166,0.00060239946,0.0013548702,0.0011415337,0.00001768682,0.000016347702,0.0003577543,0.92456824],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99842936,0.00003513028,0.00037265802,0.00054326124,0.00033159257,0.0002879711],"domain_scores_gemma":[0.9990321,0.000021140266,0.00021021404,0.00052405783,0.000055945042,0.00015654681],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000120754514,0.00038070796,0.00049315987,0.000030413346,0.00011869849,0.00032280126,0.00056406367,0.00029577277,0.0045440677],"category_scores_gemma":[0.000011944145,0.00032839665,0.00013737932,0.0000019369734,0.00018882203,0.00007766474,0.0005076144,0.00023515364,0.0045301197],"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":[0.00021883492,0.000009878791,9.18678e-8,0.0004704874,0.000056764882,0.00009765452,0.0010478909,0.0000029121177,0.27628615,0.70228654,0.015800532,0.003722269],"study_design_scores_gemma":[0.0001688372,0.000096167714,0.0000011867709,0.00012949224,0.00005692855,0.000010694462,0.0000053712724,0.000014785018,0.017877525,0.022336064,0.9588546,0.0004483426],"about_ca_topic_score_codex":0.00008637803,"about_ca_topic_score_gemma":0.000004184239,"teacher_disagreement_score":0.9430541,"about_ca_system_score_codex":0.000024775749,"about_ca_system_score_gemma":0.00003380554,"threshold_uncertainty_score":0.9999168},"labels":[],"label_agreement":null},{"id":"W31430003","doi":"10.1115/1.802908.paper67","title":"The Layered Insulation Model and Mean Apparent Thermal Conductivity of an Environmental Friendly Polyurethane Foam at Low Temperatures","year":2009,"lang":"en","type":"book-chapter","venue":"ASME Press eBooks","topic":"Polymer composites and self-healing","field":"Materials 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":"Thermal conductivity; Polyurethane; Materials science; Composite material; Blowing agent; Thermal insulation; Thermal; Vacuum insulated panel; Heat transfer; Thermodynamics","score_opus":0.0195063418253101,"score_gpt":0.22551630752201246,"score_spread":0.20600996569670235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W31430003","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96663594,0.00254882,0.00004551729,0.00001424305,0.00015948921,0.00046248097,0.0003035776,0.00005251931,0.029777402],"genre_scores_gemma":[0.97673076,0.000052250038,0.00027842785,0.000041246196,0.00009725117,0.000010017199,0.000044966924,0.00003849305,0.022706602],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984616,0.000074401156,0.00035554948,0.00044843316,0.0003857903,0.00027424755],"domain_scores_gemma":[0.9989864,0.00006105261,0.00031878144,0.0004971124,0.000018303861,0.00011831801],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019947602,0.000328478,0.00035113082,0.000035500358,0.00031400876,0.000096394186,0.0002852107,0.00021392659,0.000017032127],"category_scores_gemma":[0.0000025802572,0.00024501677,0.000081148864,0.0000024560075,0.00027117526,0.000113165675,0.00020989917,0.0002185102,0.0000019275903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002110538,0.000027489075,0.0000033945298,0.00002445053,0.000029726509,0.0000044202948,0.0010584508,0.00082615024,0.986909,0.0070278016,0.0000069280622,0.003871172],"study_design_scores_gemma":[0.00096750696,0.00039574996,0.0003227628,0.00015865563,0.00015587811,0.00004363685,0.00003868885,0.023335297,0.9679301,0.0042737387,0.0015656113,0.00081238104],"about_ca_topic_score_codex":0.00010419131,"about_ca_topic_score_gemma":0.00003428418,"teacher_disagreement_score":0.022509146,"about_ca_system_score_codex":0.000052752155,"about_ca_system_score_gemma":0.00003097141,"threshold_uncertainty_score":0.9991493},"labels":[],"label_agreement":null},{"id":"W34670487","doi":"10.1115/1.802717.ch66","title":"Some Aspects of Russian Regulation and Codes in Nuclear Power","year":2009,"lang":"en","type":"book-chapter","venue":"ASME Press eBooks","topic":"Nuclear and radioactivity studies","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":"Code (set theory); China; Nuclear power; Perspective (graphical); Graphics; Political science; Engineering; Computer science; Law; Physics; Programming language; Nuclear physics; Computer graphics (images); Artificial intelligence","score_opus":0.012558164708933128,"score_gpt":0.19977486200647912,"score_spread":0.187216697297546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W34670487","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":[0.0012848288,0.0015404812,0.0000019052803,0.00001659216,0.000096779615,0.00015480873,0.0000135149585,0.0001035093,0.9967876],"genre_scores_gemma":[0.9242669,0.0004355681,0.00012885139,0.000019995066,0.00010277625,0.000002023738,0.0000027320646,0.00009195938,0.07494924],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994099,0.000006188678,0.00018131529,0.00015769724,0.00011566521,0.00012923815],"domain_scores_gemma":[0.99970776,0.000022888831,0.00004995416,0.00017676323,0.000009238961,0.000033409542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000040747356,0.00019625523,0.0003395693,0.000106567604,0.000025442543,0.000015607999,0.0000657878,0.00018820421,0.000012696916],"category_scores_gemma":[0.0000024904934,0.00019777264,0.000050681574,0.0000029919804,0.000074220035,0.000056522298,0.000036515037,0.00021198251,0.000003647621],"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":[0.000020991687,0.00000767264,0.0000028779439,0.00015792607,0.00014835435,0.000016950702,0.0010732561,0.00010682562,0.00070489297,0.98338264,0.0005267929,0.013850802],"study_design_scores_gemma":[0.0015999952,0.00034988124,0.014113903,0.0017693479,0.0002507159,0.00004249812,0.000048813123,0.0019469942,0.0025642456,0.2511696,0.7243082,0.0018358356],"about_ca_topic_score_codex":0.00001917769,"about_ca_topic_score_gemma":0.00002393828,"teacher_disagreement_score":0.92298204,"about_ca_system_score_codex":0.000030980467,"about_ca_system_score_gemma":0.0000041495964,"threshold_uncertainty_score":0.8064934},"labels":[],"label_agreement":null},{"id":"W4230278429","doi":"10.1115/1.802717.ch48","title":"Canadian Boiler and Pressure Vessel Standards","year":2009,"lang":"en","type":"book-chapter","venue":"ASME Press eBooks","topic":"Mechanical Failure Analysis and Simulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Boiler (water heating); Pressure vessel; Environmental science; Nuclear engineering; Waste management; Engineering; Mechanical engineering","score_opus":0.011581068561720937,"score_gpt":0.2089054790120941,"score_spread":0.19732441045037316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230278429","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":[0.00001721913,0.0027134328,0.00029783507,0.000035767505,0.00010358272,0.00020380305,0.00023691202,0.00013044823,0.996261],"genre_scores_gemma":[0.09943198,0.00030525483,0.00016775286,0.00013394881,0.00026954676,0.000010478997,0.00007013179,0.00010760652,0.8995033],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99889404,0.000009346924,0.00026625738,0.0002718554,0.0003068977,0.00025159554],"domain_scores_gemma":[0.99921083,0.000024494942,0.00004263098,0.00034660925,0.000094967785,0.00028045345],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012309419,0.00030095252,0.00038367498,0.00011577273,0.00006317994,0.00009229249,0.00013645075,0.00043354926,0.00022904541],"category_scores_gemma":[0.000007411064,0.00029795634,0.00009714866,0.000004206998,0.000019740133,0.000040632982,0.000023871802,0.00034995086,0.000007879244],"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":[0.000021627673,0.000004936863,0.0000035478504,0.0003972925,0.0013404817,0.000081197446,0.00028316633,0.007853154,0.00018246236,0.6492164,0.06291525,0.27770045],"study_design_scores_gemma":[0.00012006809,0.000018831723,0.0000070548936,0.00009126028,0.00025296846,0.000002014163,5.687687e-7,0.010629345,0.00009663997,0.0069767917,0.9814799,0.0003245941],"about_ca_topic_score_codex":0.0030223767,"about_ca_topic_score_gemma":0.009792843,"teacher_disagreement_score":0.9185646,"about_ca_system_score_codex":0.000078132056,"about_ca_system_score_gemma":0.00006209568,"threshold_uncertainty_score":0.99994725},"labels":[],"label_agreement":null},{"id":"W4234640723","doi":"10.1115/1.860380_ch6","title":"Discussion","year":2015,"lang":"en","type":"book-chapter","venue":"ASME Press eBooks","topic":"ECG Monitoring and Analysis","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":"Interview; Psychology; Anxiety; Social psychology; Psychoanalysis; Sociology; Political science; Psychiatry; Law","score_opus":0.09557149245213695,"score_gpt":0.3150929779207644,"score_spread":0.21952148546862746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234640723","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":[0.000017806937,0.00096469815,0.000031724925,0.00013721272,0.00027587783,0.00015397414,0.00001343176,0.00012659992,0.9982787],"genre_scores_gemma":[0.0035566504,0.00004770853,0.00024776478,0.000046311423,0.0011169318,0.0000103292205,0.000046858324,0.000073360614,0.9948541],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988355,0.000009465089,0.00023900572,0.00032088382,0.0004201183,0.00017503156],"domain_scores_gemma":[0.9989361,0.000015409474,0.00012287263,0.0005618391,0.0001302071,0.00023354332],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011037692,0.00025958082,0.00048383226,0.00009374569,0.000043140568,0.000020702753,0.00010787657,0.00031034005,0.000085602616],"category_scores_gemma":[0.000018443465,0.00015576433,0.00023703245,0.0000027231285,0.00006164304,0.000014459589,0.00010217086,0.00042721204,0.000120152006],"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":[0.00039210528,0.000098788136,0.00021663384,0.0008596893,0.0024595293,0.0010115588,0.0010082817,0.0000076853385,0.00095132424,0.08532938,0.15990354,0.7477615],"study_design_scores_gemma":[0.00039360326,0.00008924072,0.00000800529,0.0006852225,0.0007634495,0.000019271518,0.0000057594502,0.000038478465,0.00036271443,0.0034425282,0.9939655,0.00022624865],"about_ca_topic_score_codex":0.000054879678,"about_ca_topic_score_gemma":0.0000028467123,"teacher_disagreement_score":0.8340619,"about_ca_system_score_codex":0.000058616875,"about_ca_system_score_gemma":0.000073575204,"threshold_uncertainty_score":0.6351885},"labels":[],"label_agreement":null},{"id":"W4238538321","doi":"10.1115/1.802717","title":"Companion Guide to the ASME Boiler and Pressure Vessel Code, Volume 3, Third Edition","year":2009,"lang":"en","type":"book","venue":"ASME Press eBooks","topic":"Iron and Steelmaking Processes","field":"Engineering","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":"Sandia National Laboratories; International Atomic Energy Agency; International Science and Technology Center; European Commission","keywords":"Piping; Engineering; Boiler (water heating); Code (set theory); Section (typography); Pressure vessel; Volume (thermodynamics); Mechanical engineering; Computer science; Programming language; Physics; Operating system","score_opus":0.013618062331079811,"score_gpt":0.23047964406170426,"score_spread":0.21686158173062445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238538321","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":[0.000015749138,0.0039324514,0.0016240418,0.00013632183,0.0008259369,0.000697836,0.0001576617,0.00063633703,0.99197364],"genre_scores_gemma":[0.003720324,0.00018629454,0.00032210816,0.000499963,0.0012292259,0.00009749549,0.000090510424,0.00012450459,0.9937296],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99828786,0.00004370196,0.00040772153,0.00043328988,0.00041584932,0.00041160802],"domain_scores_gemma":[0.9989861,0.00007420871,0.000105909436,0.00058040995,0.00011743645,0.00013593865],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019292628,0.000498428,0.00046988414,0.000095468764,0.00017261533,0.00022559278,0.00049399177,0.00044476066,0.000028151422],"category_scores_gemma":[0.000024102026,0.00041780272,0.00008968484,0.000017648808,0.0000711351,0.000093311755,0.00013454993,0.0006660295,0.00006134488],"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":[0.000013296988,0.000007895194,0.0000017309019,0.0005016307,0.000104550854,0.000008217956,0.0006021416,0.002791765,0.000047758313,0.010115584,0.977723,0.008082398],"study_design_scores_gemma":[0.00022670909,0.00005225714,0.00018176848,0.0004158421,0.00017071134,0.000019322495,0.000008062196,0.0031397273,0.00033465118,0.0003670747,0.99458706,0.00049683097],"about_ca_topic_score_codex":0.000028357284,"about_ca_topic_score_gemma":0.000034695237,"teacher_disagreement_score":0.016864013,"about_ca_system_score_codex":0.000057834714,"about_ca_system_score_gemma":0.00006297606,"threshold_uncertainty_score":0.9998274},"labels":[],"label_agreement":null},{"id":"W4247068225","doi":"10.1115/1.861073","title":"Global Applications of the ASME Boiler & Pressure Vessel Code","year":2016,"lang":"en","type":"book","venue":"ASME Press eBooks","topic":"Advanced Power Generation Technologies","field":"Engineering","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":"Shanghai Ocean University; European Commission","keywords":"Engineering; Directive; Boiler (water heating); Harmonization; Mechanical engineering; Economy; Geography; Operations research; Waste management; Computer science; Physics","score_opus":0.0199170781162775,"score_gpt":0.25167463184523514,"score_spread":0.23175755372895765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247068225","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":[0.000016251992,0.004143502,0.10205435,0.00005398863,0.0005824624,0.0012232825,0.0021268511,0.0013096984,0.8884896],"genre_scores_gemma":[0.0025136943,0.00019067654,0.0033972217,0.00003912418,0.00026763356,0.0007574076,0.0000675055,0.00012295565,0.9926438],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99847645,0.000024914161,0.00046843008,0.00037249576,0.00034342794,0.0003143036],"domain_scores_gemma":[0.9977298,0.000073120835,0.00024001977,0.00176096,0.00014116855,0.00005493606],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006385347,0.00041153302,0.00041369663,0.00005799472,0.00008708558,0.000033321117,0.0010188344,0.00059489644,0.000048748516],"category_scores_gemma":[0.000032699612,0.00030930818,0.00016986842,0.000031230084,0.00028224025,0.000063066815,0.00034965415,0.00036735478,0.00007176606],"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":[0.000013343387,0.000025516276,0.000029067014,0.000803169,0.0007153021,8.2622745e-7,0.00018759666,0.010114095,0.002704991,0.18355179,0.7693165,0.03253782],"study_design_scores_gemma":[0.00015705565,0.00000391002,0.000014164369,0.00013243608,0.00010648046,0.0000041114513,0.0000014870553,0.00004689786,0.0050294576,0.019628946,0.9745464,0.0003286621],"about_ca_topic_score_codex":0.000007239428,"about_ca_topic_score_gemma":0.00007130933,"teacher_disagreement_score":0.20522991,"about_ca_system_score_codex":0.00012236576,"about_ca_system_score_gemma":0.00010590028,"threshold_uncertainty_score":0.9999359},"labels":[],"label_agreement":null},{"id":"W4381197648","doi":"10.1115/1.886519_ch2","title":"Section VII—Recommended Guidelines for the Care of Power Boilers","year":2023,"lang":"en","type":"book-chapter","venue":"ASME Press eBooks","topic":"Advanced Power Generation Technologies","field":"Engineering","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":"Boiler (water heating); Engineering; Waste management; Combustion; Coal; Process engineering; Chemistry","score_opus":0.09396190688878457,"score_gpt":0.3001044529954605,"score_spread":0.20614254610667593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381197648","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":[0.00001607711,0.0043841857,0.038935393,0.00018245717,0.005425475,0.0016311635,0.00054882147,0.0029704971,0.9459059],"genre_scores_gemma":[0.010172828,0.0011754803,0.008291749,0.00015599717,0.00073748396,0.0008120175,0.0001698648,0.0005441154,0.97794044],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99907273,0.0000035642593,0.00039543436,0.00020836438,0.0001492519,0.00017065562],"domain_scores_gemma":[0.9988881,0.00013522354,0.000121207944,0.000507655,0.00032828044,0.000019576559],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000614325,0.0002740251,0.00027243415,0.000102295104,0.0000669263,0.0000195365,0.00028868686,0.00034357398,0.000014219542],"category_scores_gemma":[0.000055727596,0.00022771335,0.0001551891,0.000007272009,0.000052393083,0.00003088838,0.00009134109,0.00025334448,0.0000053092285],"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":[0.00005372053,0.0000041729036,8.339263e-7,0.00081148004,0.0012251743,0.0000033373149,0.001805744,0.08240787,0.0035784764,0.24710175,0.41582355,0.24718389],"study_design_scores_gemma":[0.00019261196,0.00004124537,7.494397e-7,0.00009857536,0.00007085212,0.0000013484531,0.000157095,0.0016270825,0.027591238,0.005411063,0.96452373,0.00028437717],"about_ca_topic_score_codex":0.000009648699,"about_ca_topic_score_gemma":0.000044614637,"teacher_disagreement_score":0.5487002,"about_ca_system_score_codex":0.000054486965,"about_ca_system_score_gemma":0.00001549693,"threshold_uncertainty_score":0.92858803},"labels":[],"label_agreement":null}]}