{"meta":{"query_hash":"abc01f37bd8e","filters":{"venue":"World Scientific Publishing Company eBooks"},"cohort_total":16,"direct_labels_cover":0,"predictions_cover":16,"exported":16,"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/abc01f37bd8e","api":"https://metacan.xera.ac/api/v1/cohort?venue=World+Scientific+Publishing+Company+eBooks"},"results":[{"id":"W13883159","doi":"10.1142/9789812389701_0016","title":"HOW MANY TESTS ARE ENOUGH?","year":2002,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","score_opus":0.06748939186671869,"score_gpt":0.25489813828528457,"score_spread":0.18740874641856586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W13883159","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":[0.000016119182,0.0004898989,0.06570416,0.0025659269,0.011208067,0.0007344064,0.00006359017,0.001288668,0.9179292],"genre_scores_gemma":[0.006902271,0.000002455004,0.12388827,0.00035106365,0.0006037232,0.00003929071,0.0000481227,0.00010373688,0.86806107],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9926491,0.00018626661,0.000928722,0.0025283976,0.0025369213,0.001170621],"domain_scores_gemma":[0.9919494,0.00028937665,0.0015537167,0.0047165425,0.00093770656,0.00055325817],"candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0032201523,0.0009149954,0.0009445336,0.0023312322,0.001264271,0.039553273,0.008068574,0.0004975409,0.00014370256],"category_scores_gemma":[0.0004980601,0.00094566384,0.00043957366,0.00052991847,0.00083740376,0.0052786698,0.0019143503,0.0020389392,0.0004627309],"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":[0.000002416281,0.000026258336,0.000009480501,0.00006540447,0.000038851045,0.000048164762,0.00042758597,0.00000661445,0.000076570584,0.807387,0.15412922,0.037782427],"study_design_scores_gemma":[0.0002275883,0.000022427756,0.00013121303,0.0004749436,0.000031804797,0.000044663506,0.000013804323,0.011118074,0.00023671346,0.045517147,0.9411874,0.0009942469],"about_ca_topic_score_codex":0.000009246111,"about_ca_topic_score_gemma":0.00014001719,"teacher_disagreement_score":0.7870582,"about_ca_system_score_codex":0.0005353147,"about_ca_system_score_gemma":0.0002582818,"threshold_uncertainty_score":0.9992994},"labels":[],"label_agreement":null},{"id":"W2210710972","doi":"10.1142/9789812814319_0212","title":"Rice transformation for resistance to stem borer","year":2008,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Rice Cultivation and Yield Improvement","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Resistance (ecology); Transformation (genetics); Biology; Agronomy; Horticulture; Genetics","score_opus":0.05913091804327301,"score_gpt":0.2288938874831129,"score_spread":0.1697629694398399,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2210710972","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":[0.003016154,0.00012912252,0.00016256812,0.0047978438,0.0019028566,0.0017906214,0.00048272262,0.00024716792,0.9874709],"genre_scores_gemma":[0.04571372,0.0000020980665,0.0002617661,0.001209432,0.00040663654,0.000090637775,0.00051139505,0.0000056095123,0.9517987],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99733496,0.000024626883,0.00062061544,0.0007726074,0.0007784422,0.00046872612],"domain_scores_gemma":[0.9984575,0.00021690349,0.00031397596,0.00021588687,0.0005278776,0.0002678802],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00078665727,0.00034120717,0.00037061053,0.00016243897,0.0010507868,0.0026743743,0.0008355882,0.0001732451,0.00018176582],"category_scores_gemma":[0.000039113995,0.00016644706,0.00025234852,0.00019760539,0.000119877375,0.0006327534,0.000091737755,0.00032602137,0.00006996839],"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":[0.000074947224,0.000035279452,0.000004720844,0.00007377109,0.000038046226,0.0000023068458,0.0012186725,0.0000044852027,0.015505321,0.059051402,0.8484936,0.07549747],"study_design_scores_gemma":[0.0001688616,0.00003802061,0.00027261942,0.00016627154,0.000015868889,0.0000010477941,0.00007187513,0.000026726793,0.0009890383,0.0013167616,0.9965322,0.00040071952],"about_ca_topic_score_codex":0.00002066271,"about_ca_topic_score_gemma":0.0035968542,"teacher_disagreement_score":0.14803861,"about_ca_system_score_codex":0.00016115593,"about_ca_system_score_gemma":0.000053935222,"threshold_uncertainty_score":0.99836093},"labels":[],"label_agreement":null},{"id":"W2267454268","doi":"10.1142/9789812771391_0002","title":"MODELING TECHNIQUES FOR LIVER TISSUE PROPERTIES AND THEIR APPLICATION IN SURGICAL TREATMENT OF LIVER CANCER","year":2007,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Elasticity and Material Modeling","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":true,"ca_institutions":"Université Laval","funders":"","keywords":"Liver cancer; Liver tissue; Medicine; Cancer; General surgery; Internal medicine","score_opus":0.07673908917196254,"score_gpt":0.2505242391853206,"score_spread":0.17378515001335804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2267454268","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1120049,0.04233716,0.32188383,0.00014048746,0.005336678,0.012430058,0.001198241,0.0027819637,0.50188667],"genre_scores_gemma":[0.9491944,0.00013021835,0.0016344967,0.000006722871,0.0002915865,0.00021737373,0.00006239569,0.00008116234,0.048381694],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855953,0.000010346009,0.0004935724,0.00043980224,0.00019239417,0.00030435756],"domain_scores_gemma":[0.9993219,0.00006641225,0.000086285,0.0002711275,0.00017345804,0.00008083785],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046180544,0.00032248176,0.000494658,0.00064885616,0.0001274893,0.00059269805,0.00022369144,0.00021205962,0.000010479617],"category_scores_gemma":[0.000006229574,0.00027380075,0.000075463446,0.000048191414,0.00015600209,0.0003029717,0.00006726218,0.00018722026,0.0000011268021],"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":[0.00028228047,0.0001301913,0.00001048489,0.002892118,0.00025229796,0.000024170142,0.009315473,0.08003196,0.043083098,0.064935975,0.0006281271,0.7984138],"study_design_scores_gemma":[0.00030899362,0.000039563354,0.0000010720213,0.0010650594,0.00004725798,0.00000521151,0.000023125713,0.7513181,0.023213867,0.0022663819,0.22126572,0.00044566076],"about_ca_topic_score_codex":0.0005659242,"about_ca_topic_score_gemma":0.007578386,"teacher_disagreement_score":0.83718944,"about_ca_system_score_codex":0.00024213076,"about_ca_system_score_gemma":0.000055287437,"threshold_uncertainty_score":0.9999714},"labels":[],"label_agreement":null},{"id":"W2331934883","doi":"10.1142/9789812701695_0001","title":"WAVELET FEATURE EXTRACTION FOR THE RECOGNITION AND VERIFICATION OF HANDWRITTEN NUMERALS","year":2005,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Handwritten Text Recognition Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Numeral system; Pattern recognition (psychology); Computer science; Wavelet; Artificial intelligence; Feature extraction; Speech recognition","score_opus":0.051100394972569116,"score_gpt":0.26505670921861474,"score_spread":0.2139563142460456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331934883","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":[0.00020282478,0.0022868845,0.42023265,0.011133621,0.0052140206,0.005092622,0.000909277,0.0014481089,0.55348],"genre_scores_gemma":[0.023608074,0.00005215523,0.06729433,0.00056468585,0.00084276125,0.0003050746,0.0007147184,0.00009787432,0.9065203],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99685323,0.000076524375,0.0007177126,0.0011041586,0.00084214454,0.00040622192],"domain_scores_gemma":[0.9958046,0.000693129,0.0009909144,0.0012348836,0.0011265512,0.00014989465],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0026541534,0.0004233062,0.00051308854,0.0010074684,0.0008016811,0.00557057,0.0015561769,0.00035497142,0.00006424853],"category_scores_gemma":[0.0001718518,0.0003597532,0.00025997014,0.00019889462,0.00046723135,0.0021422294,0.00030381282,0.0008208909,0.0000249817],"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":[0.000021091431,0.00002656597,0.0000012879794,0.00010026979,0.00007617034,0.0000015571147,0.00048854155,9.1071695e-7,0.0018824267,0.05397794,0.14075151,0.80267173],"study_design_scores_gemma":[0.0003928279,0.00004435986,0.000060697363,0.00054449437,0.00010178523,0.000036651978,0.000020665204,0.0036405579,0.0067692595,0.091805615,0.896069,0.00051410974],"about_ca_topic_score_codex":0.00002080062,"about_ca_topic_score_gemma":0.00026924475,"teacher_disagreement_score":0.8021576,"about_ca_system_score_codex":0.00013904304,"about_ca_system_score_gemma":0.00020261611,"threshold_uncertainty_score":0.99988544},"labels":[],"label_agreement":null},{"id":"W2487017371","doi":"10.1142/9789814280280_0021","title":"An Agility Reference Model for the Manufacturing Enterprise: The Example of the Furniture Industry","year":2009,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Collaboration in agile enterprises","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":"Université Laval","funders":"","keywords":"Manufacturing engineering; Furniture industry; Business; Computer science; Engineering","score_opus":0.06170671501903611,"score_gpt":0.25604435065585834,"score_spread":0.19433763563682224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2487017371","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":[0.0062285885,0.0003034171,0.0046153734,0.006006372,0.007656647,0.0039926968,0.00039738129,0.00043068084,0.97036886],"genre_scores_gemma":[0.6116968,5.1042696e-7,0.000060981205,0.001353058,0.00088072184,0.000054471413,0.00009506166,0.00004891503,0.3858095],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964877,0.000041650415,0.0008138245,0.00091843377,0.0012433506,0.0004950875],"domain_scores_gemma":[0.9947433,0.0003779714,0.0013140113,0.0026420532,0.00088356156,0.000039125844],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002659369,0.0005067395,0.0004437235,0.0004482713,0.0021447083,0.010969369,0.0042941584,0.00034108048,0.00020300935],"category_scores_gemma":[0.00020790818,0.00028623664,0.00029765314,0.00023871714,0.00074117555,0.001992452,0.00089214236,0.0019483918,0.0000098451155],"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":[0.00018802298,0.0001427893,0.0005590441,0.00043736337,0.00024426158,0.0000027606677,0.0016526099,0.020860115,0.0002528034,0.44887966,0.47299814,0.05378244],"study_design_scores_gemma":[0.0002519357,0.0000036654017,0.00064994517,0.00032382057,0.00016791062,9.569293e-7,0.00011420479,0.03504763,0.000080948055,0.04429186,0.91870993,0.0003572167],"about_ca_topic_score_codex":0.0003758054,"about_ca_topic_score_gemma":0.0072891326,"teacher_disagreement_score":0.60546815,"about_ca_system_score_codex":0.0001317026,"about_ca_system_score_gemma":0.00026756444,"threshold_uncertainty_score":0.999959},"labels":[],"label_agreement":null},{"id":"W2503792669","doi":"10.1142/9789813149625_0003","title":"Self-Organization of Porphyrins and Phthalocyanines in Two and Three Dimensions","year":2016,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Porphyrin and Phthalocyanine Chemistry","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Materials science; Chemistry; Business","score_opus":0.019608289751032515,"score_gpt":0.23498895314210333,"score_spread":0.21538066339107081,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2503792669","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38338906,0.0004938164,0.000032993463,0.00018998705,0.0013774098,0.0004138472,0.00025942712,0.00021115394,0.6136323],"genre_scores_gemma":[0.7888095,0.000004460115,0.0007080937,0.000027960965,0.00014933928,0.0000051032825,0.00004773368,0.000061015835,0.2101868],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99716824,0.000035415484,0.00071048865,0.001019137,0.0006297213,0.0004369719],"domain_scores_gemma":[0.9978511,0.00020951836,0.00055586913,0.00075142895,0.00038026192,0.00025186414],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0011112079,0.00043818224,0.00065122696,0.00065848406,0.00029916078,0.0014278052,0.0006242199,0.0001645246,0.00037649777],"category_scores_gemma":[0.00012260061,0.0003827418,0.00006237623,0.00015951916,0.00075166364,0.0006594081,0.0007519149,0.00037585435,0.000024229825],"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":[0.000038248323,0.00012609955,0.012228359,0.00082293176,0.00008288569,0.00011554378,0.0015713875,0.00000541098,0.6699002,0.30538335,0.0074108564,0.002314773],"study_design_scores_gemma":[0.009353259,0.00018051783,0.0141224,0.010248124,0.00064256066,0.0009944286,0.00017926324,0.0006880477,0.39840603,0.29171044,0.2669187,0.0065562692],"about_ca_topic_score_codex":0.00005583027,"about_ca_topic_score_gemma":0.00082044833,"teacher_disagreement_score":0.40542045,"about_ca_system_score_codex":0.000094951836,"about_ca_system_score_gemma":0.00023541652,"threshold_uncertainty_score":0.99986243},"labels":[],"label_agreement":null},{"id":"W3125606460","doi":"10.1142/9789814759588_0017","title":"Convertible Debt and Shareholder Incentives","year":2019,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Corporate Finance and Governance","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":"HEC Montréal","funders":"","keywords":"Convertible; Incentive; Business; Convertible bond; Shareholder; Debt; Financial system; Monetary economics; Finance; Economics; Corporate governance; Market economy; Engineering; Structural engineering","score_opus":0.03393784603087781,"score_gpt":0.20314064017300107,"score_spread":0.16920279414212325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125606460","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":[0.0040596514,0.00055081886,0.00005032841,0.0006965037,0.0045119016,0.00056569796,0.00009233498,0.00024377971,0.98922896],"genre_scores_gemma":[0.19220136,0.0000025688523,0.000031524953,0.0014721974,0.0008658358,0.000008226716,0.00017557126,0.00008139002,0.8051613],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966983,0.0000074938134,0.0005467101,0.0012652855,0.0008885163,0.00059364864],"domain_scores_gemma":[0.99756193,0.000074974996,0.0009446115,0.00089681,0.00047524011,0.00004643671],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008520139,0.0005583445,0.00064455107,0.0009995532,0.0006034982,0.012761924,0.0010299716,0.00020451454,0.00080157816],"category_scores_gemma":[0.000059961567,0.00055701286,0.00018330172,0.0002220283,0.00049255835,0.0043253005,0.0008660968,0.0007576175,0.0011007638],"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":[0.00002920475,0.000019001536,0.0035751092,0.00035975873,0.00005327062,0.000030717096,0.00006954191,0.0000060597995,0.00006842546,0.47289103,0.5151091,0.007788763],"study_design_scores_gemma":[0.00052091887,0.0000037984626,0.0050330176,0.0008179876,0.000069457215,0.0000024013978,0.000013735209,0.00058298704,0.00000994055,0.022454184,0.9698159,0.0006756625],"about_ca_topic_score_codex":0.00020225068,"about_ca_topic_score_gemma":0.002649384,"teacher_disagreement_score":0.45470682,"about_ca_system_score_codex":0.000090989284,"about_ca_system_score_gemma":0.00019968869,"threshold_uncertainty_score":0.99968815},"labels":[],"label_agreement":null},{"id":"W4236860863","doi":"10.1142/9789812701077_0004","title":"EDGE PRESERVED DENOISING IN MAGNETIC RESONANCE IMAGES AND THEIR APPLICATIONS","year":2005,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Noise reduction; Image denoising; Materials science; Enhanced Data Rates for GSM Evolution; Computer science; Artificial intelligence","score_opus":0.025092226929015804,"score_gpt":0.22706230025986673,"score_spread":0.20197007333085093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236860863","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":[0.00023540271,0.01652681,0.021672893,0.0034212568,0.0008240323,0.001959378,0.00010983865,0.0005993564,0.95465106],"genre_scores_gemma":[0.05772747,0.000023048518,0.0064206948,0.00035733826,0.00050686474,0.00024557704,0.00005192313,0.00006518529,0.9346019],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965951,0.00005686265,0.0006841184,0.0015912333,0.00043674427,0.00063597277],"domain_scores_gemma":[0.99696225,0.00031450434,0.0003176072,0.0019158988,0.0002244875,0.00026526305],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0009915421,0.00047493758,0.00048738354,0.000908799,0.00075846224,0.009279214,0.003006462,0.000169832,0.00003824209],"category_scores_gemma":[0.000019895358,0.00045103344,0.00012764633,0.00043295464,0.0005494748,0.0014295261,0.0013730829,0.0009902696,0.000036115027],"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":[0.000002694232,0.00003296765,0.00003650845,0.000031065072,0.000006830517,0.000006247603,0.00029679335,0.000037238813,0.00031043284,0.56222564,0.045691285,0.39132228],"study_design_scores_gemma":[0.00019691845,0.0000082558045,0.00035181057,0.00024765177,0.0000073871106,0.000011035227,0.0000064193546,0.0062406044,0.00009344925,0.09523901,0.8971392,0.00045823588],"about_ca_topic_score_codex":0.000029758765,"about_ca_topic_score_gemma":0.001832387,"teacher_disagreement_score":0.85144794,"about_ca_system_score_codex":0.00012667243,"about_ca_system_score_gemma":0.00017997914,"threshold_uncertainty_score":0.9997941},"labels":[],"label_agreement":null},{"id":"W4237000593","doi":"10.1142/9789812701060_0004","title":"KNOWLEDGE-BASED SYSTEM FOR CONTOURING THE SPINAL CORD IN COMPUTED TOMOGRAPHY IMAGES","year":2005,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Contouring; Computed tomography; Spinal cord; Medicine; Radiology; Nuclear medicine; Computer science; Computer graphics (images)","score_opus":0.027322774126854275,"score_gpt":0.24678688479148547,"score_spread":0.2194641106646312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237000593","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":[0.00040160347,0.0060855886,0.019437468,0.00062237156,0.0076637096,0.0012424008,0.00019300383,0.0017429469,0.9626109],"genre_scores_gemma":[0.7308822,8.5274286e-7,0.0012149344,0.00009253807,0.0011692411,0.000088880945,0.00015568624,0.00014096437,0.2662547],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966839,0.000063203246,0.0009302445,0.00082066935,0.00072892994,0.00077305443],"domain_scores_gemma":[0.99778974,0.0003907776,0.00024114027,0.00094930106,0.00033434114,0.0002947189],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002315424,0.00058494695,0.0008779983,0.0021209272,0.0005219221,0.004535921,0.0014999993,0.00019773071,0.000035635218],"category_scores_gemma":[0.00007270901,0.0004902045,0.00056387775,0.00038184316,0.00055003096,0.00032625918,0.00014272459,0.0012423358,0.00003077631],"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":[0.00013737567,0.00013290679,0.00020369979,0.00500472,0.0010843842,0.00012022465,0.0008086718,0.015990106,0.00075613597,0.05985888,0.54261684,0.37328604],"study_design_scores_gemma":[0.00093193323,0.00002102379,0.000072937946,0.0046580294,0.00021231419,0.000006365725,0.0000708433,0.23848037,0.00030472476,0.0005991292,0.7538381,0.0008041956],"about_ca_topic_score_codex":0.000028243123,"about_ca_topic_score_gemma":0.0008140394,"teacher_disagreement_score":0.7304806,"about_ca_system_score_codex":0.0003621842,"about_ca_system_score_gemma":0.00016985997,"threshold_uncertainty_score":0.99975497},"labels":[],"label_agreement":null},{"id":"W4237358737","doi":"10.1142/9789814759588_0016","title":"Convertible Bonds: Valuation and Optimal Strategies for Call and Conversion","year":2019,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Convertible bond; Valuation (finance); Convertible; Financial economics; Bond; Business; Economics; Finance; Physics; Thermodynamics","score_opus":0.049976479049523424,"score_gpt":0.2252529113182164,"score_spread":0.17527643226869297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237358737","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":[0.0048940987,0.002264223,0.00484083,0.0005289832,0.0030779047,0.0017410377,0.00047617333,0.00009033836,0.9820864],"genre_scores_gemma":[0.25030077,0.000027471042,0.0006175212,0.00025769082,0.00014572666,0.000036220466,0.00020081588,0.000050218543,0.74836355],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977784,0.000008262471,0.0006702747,0.0009957374,0.0001468002,0.00040051845],"domain_scores_gemma":[0.9985471,0.000097477234,0.00059704954,0.00045664894,0.00018968243,0.00011203875],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0015477767,0.00032432625,0.0006400651,0.00088982127,0.0004529654,0.0055274004,0.0003507207,0.00020662381,0.000095543954],"category_scores_gemma":[0.00004314059,0.0003830425,0.00011222687,0.000061860206,0.00032943388,0.0014443883,0.00024543106,0.00033464382,0.00012983741],"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":[0.000022100146,0.000008415508,0.00031492428,0.0002527809,0.000046519002,0.000001218396,0.0005023047,0.000032249976,0.000008219127,0.9548924,0.04167551,0.0022433419],"study_design_scores_gemma":[0.00072118104,0.000057172954,0.0008151535,0.00016170071,0.000028236502,0.0000011875214,0.00008693254,0.008626258,0.0000063845105,0.21489131,0.77412796,0.00047652583],"about_ca_topic_score_codex":0.00015247552,"about_ca_topic_score_gemma":0.000251433,"teacher_disagreement_score":0.7400011,"about_ca_system_score_codex":0.00012230179,"about_ca_system_score_gemma":0.00013222113,"threshold_uncertainty_score":0.99986213},"labels":[],"label_agreement":null},{"id":"W4243773632","doi":"10.1142/9789812389718_0013","title":"SOFTWARE ENGINEERING STANDARDS: REVIEW AND PERSPECTIVES","year":2001,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Software engineering; Computer science","score_opus":0.01844313807329465,"score_gpt":0.22370106789571342,"score_spread":0.20525792982241878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243773632","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":[0.000026896902,0.07946074,0.022284122,0.0035803618,0.0030505897,0.0009982352,0.00020352354,0.0015234074,0.88887215],"genre_scores_gemma":[0.003148148,0.00063393713,0.019871002,0.0041132653,0.00082806236,0.000058436548,0.00014467673,0.00020416119,0.9709983],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99508554,0.00005105517,0.0006549472,0.0018335906,0.0016350913,0.00073975744],"domain_scores_gemma":[0.9960318,0.00026351318,0.00042935964,0.0018797809,0.0009550597,0.00044043816],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0018059044,0.00071475195,0.000911715,0.0012703438,0.00067251927,0.008186333,0.003094583,0.00019067395,0.00016504133],"category_scores_gemma":[0.00011576902,0.0006777549,0.00024999198,0.0004215517,0.00025295126,0.0016850955,0.0016113833,0.0012516469,0.00002825689],"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":[0.000007822844,0.000032764565,0.00002431407,0.002659659,0.00027624052,0.0001340624,0.006032271,0.000038996284,0.00002554071,0.84592,0.09804133,0.04680697],"study_design_scores_gemma":[0.0001920552,0.000020408503,0.000028869963,0.0037518637,0.000112412104,0.000069514754,0.000037286554,0.00044644336,0.00001192074,0.008107276,0.98647445,0.0007474884],"about_ca_topic_score_codex":0.000036641602,"about_ca_topic_score_gemma":0.00070532097,"teacher_disagreement_score":0.88843316,"about_ca_system_score_codex":0.00024269454,"about_ca_system_score_gemma":0.00043315318,"threshold_uncertainty_score":0.9995674},"labels":[],"label_agreement":null},{"id":"W4243809074","doi":"10.1142/9789814759595_0007","title":"Corporate Income Taxes, Valuation, and the Problem of Optimal Capital Structure","year":2019,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Fiscal Policy and Economic Growth","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Valuation (finance); Economics; Capital income; Capital structure; Capital (architecture); Monetary economics; Business; Financial economics; Public economics; Accounting; Finance; International taxation; Geography; Tax reform","score_opus":0.044050540387624584,"score_gpt":0.19929143232206792,"score_spread":0.15524089193444335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243809074","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":[0.023296013,0.0009809212,0.00008957264,0.0010657749,0.0017506635,0.0011885772,0.0022378864,0.000048448066,0.9693421],"genre_scores_gemma":[0.5379621,0.0000014698074,0.00041525584,0.00014437134,0.00018816933,0.000010996491,0.00014753269,0.00004810094,0.461082],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99704665,0.00003303755,0.0013850126,0.00093835697,0.00016506323,0.00043185882],"domain_scores_gemma":[0.9961346,0.00019949484,0.0024684034,0.0008730081,0.00017806541,0.00014644793],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0024239076,0.0004129064,0.0010910365,0.0009385291,0.0003682822,0.0029074268,0.0010411042,0.00026828214,0.00036717326],"category_scores_gemma":[0.00006661141,0.00036772888,0.00024510297,0.000106772,0.0017179041,0.0009047868,0.00048638933,0.00081387826,0.00018124816],"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":[0.000021926759,0.0000055647247,0.00069988176,0.000103373175,0.00010876125,5.665149e-7,0.0011477696,0.00007739012,0.000004051326,0.98261374,0.014873977,0.00034299467],"study_design_scores_gemma":[0.000979719,0.000016687327,0.0011444107,0.00010778116,0.000026551934,0.0000056445097,0.000032943135,0.0020698204,0.000008475492,0.9031016,0.09210594,0.00040040296],"about_ca_topic_score_codex":0.00028902612,"about_ca_topic_score_gemma":0.0006556186,"teacher_disagreement_score":0.5146661,"about_ca_system_score_codex":0.00013656526,"about_ca_system_score_gemma":0.00017276619,"threshold_uncertainty_score":0.99987745},"labels":[],"label_agreement":null},{"id":"W4248824529","doi":"10.1142/9789812814289_0091","title":"Identification and use of specific promoters and synthetic<i>Bacillus thuringiensis</i>toxin genes in rice biotechnology","year":2008,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"GABA and Rice Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Bacillus thuringiensis; Biotechnology; Promoter; Identification (biology); Biology; Toxin; Gene; Computational biology; Genetics; Botany; Bacteria; Gene expression","score_opus":0.052963585965787784,"score_gpt":0.22587620537187095,"score_spread":0.17291261940608316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248824529","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":[0.9693603,0.0032139048,0.000004676315,0.0017651748,0.0007315842,0.00093548733,0.00022885662,0.00014801469,0.02361203],"genre_scores_gemma":[0.79658866,0.00049016136,0.0001299951,0.000021550568,0.00009487779,0.000012126017,0.00008511928,0.000007798802,0.20256972],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99691343,0.000092726514,0.00066238584,0.0011264984,0.0006882302,0.0005167111],"domain_scores_gemma":[0.99848706,0.00039255695,0.000387515,0.00032181782,0.00023044391,0.0001806286],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0011509741,0.00034022838,0.00053353474,0.0005980879,0.00047035006,0.0019569637,0.0006449677,0.00035522014,0.000039205323],"category_scores_gemma":[0.00010744111,0.00017485932,0.00010572268,0.0003344273,0.0015513074,0.00057156663,0.000543191,0.0006590042,0.000010059673],"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":[0.000040335737,0.00010430807,0.00031465833,0.00013248608,0.000045067776,0.0000664037,0.0006323136,0.0000027348758,0.769734,0.008447197,0.00708398,0.21339646],"study_design_scores_gemma":[0.00039281958,0.00013804065,0.032363765,0.00074687897,0.000041253203,0.00015214836,0.00020477922,0.00031986288,0.016843453,0.0028899552,0.9449416,0.0009654571],"about_ca_topic_score_codex":0.00018062346,"about_ca_topic_score_gemma":0.0020807178,"teacher_disagreement_score":0.9378576,"about_ca_system_score_codex":0.00007259358,"about_ca_system_score_gemma":0.000038928556,"threshold_uncertainty_score":0.9990791},"labels":[],"label_agreement":null},{"id":"W4252979426","doi":"10.1142/9789812771384_0002","title":"TECHNIQUES IN MODERN GAIT ANALYSIS AND THEIR APPLICATION TO THE STUDY OF KNEE OSTEOARTHRITIS","year":2009,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Osteoarthritis; Gait; Gait analysis; Physical medicine and rehabilitation; Medicine; Physical therapy; Alternative medicine; Pathology","score_opus":0.027337814271579483,"score_gpt":0.2573101816934262,"score_spread":0.22997236742184668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252979426","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17826286,0.0007845412,0.0012798803,0.004943392,0.00038549595,0.005597171,0.00008402956,0.0002405021,0.80842215],"genre_scores_gemma":[0.85610735,0.0000012028414,0.00015069531,0.0003963852,0.000097378586,0.00005321211,0.000039260816,0.000007088934,0.14314741],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974214,0.00006684861,0.00061327044,0.0008235874,0.0007822604,0.0002926682],"domain_scores_gemma":[0.99846286,0.000159943,0.00025594354,0.00068159297,0.00019205202,0.00024764228],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023877826,0.00025137365,0.0007415591,0.0011025894,0.00021307141,0.00063143065,0.00061540003,0.0001453289,0.000048632617],"category_scores_gemma":[0.00011785573,0.00013295199,0.00014221689,0.0006607256,0.00046896993,0.000116822426,0.00027496918,0.00056102977,0.0000029327966],"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":[0.00003751545,0.0001301272,0.0017628361,0.000016059375,0.00007349987,0.000005522759,0.00129348,0.0000034737457,0.0007003097,0.0018543296,0.0011202431,0.9930026],"study_design_scores_gemma":[0.0023767368,0.004005905,0.07396615,0.0017887325,0.0013401216,0.000027666567,0.0023400493,0.0041380483,0.000861715,0.10591571,0.80165267,0.0015864802],"about_ca_topic_score_codex":0.00018893479,"about_ca_topic_score_gemma":0.014424719,"teacher_disagreement_score":0.9914161,"about_ca_system_score_codex":0.000051913696,"about_ca_system_score_gemma":0.00007204982,"threshold_uncertainty_score":0.8049332},"labels":[],"label_agreement":null},{"id":"W4256588591","doi":"10.1142/9789814261197_0034","title":"CO-CHAIRS' STATEMENT OF THE 4TH ASEAN-CANADA DIALOGUE","year":2009,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Socioeconomic Development in Asia","field":"Social Sciences","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":"Statement (logic); Political science; Law","score_opus":0.03402814948716758,"score_gpt":0.26562053865864926,"score_spread":0.23159238917148167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256588591","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":[0.00095717254,0.00012011832,0.0000045609154,0.003699479,0.01026002,0.001025377,0.0003047787,0.00011850117,0.98351],"genre_scores_gemma":[0.13722229,0.0000030876051,0.00014649706,0.0006931873,0.00034863577,0.000015456231,0.00012995601,0.000047205507,0.8613937],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99396515,0.00025859187,0.0012418525,0.0009827067,0.0026327223,0.0009189582],"domain_scores_gemma":[0.99598086,0.0004895211,0.00140048,0.0012589709,0.0004772849,0.00039289406],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005188247,0.00049135747,0.0007318608,0.00050703826,0.0021806427,0.0032533684,0.0034296345,0.00026108805,0.0011616652],"category_scores_gemma":[0.00031984836,0.00044735416,0.00032061912,0.0001852994,0.0019852584,0.00058017764,0.0003291344,0.001013822,0.00006258097],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066727994,0.00001837003,0.00021000502,0.000022638276,0.00009307648,0.000007514103,0.005689085,0.000011964907,0.000010494899,0.22592798,0.74892163,0.019080564],"study_design_scores_gemma":[0.0002398207,0.000005822999,0.00040719163,0.00025987907,0.000037357535,5.885947e-7,0.0007609359,0.0000062317704,0.000060433904,0.022344142,0.9754079,0.00046970596],"about_ca_topic_score_codex":0.07668926,"about_ca_topic_score_gemma":0.8765706,"teacher_disagreement_score":0.7998813,"about_ca_system_score_codex":0.0024238427,"about_ca_system_score_gemma":0.009665829,"threshold_uncertainty_score":0.9997978},"labels":[],"label_agreement":null},{"id":"W99533123","doi":"10.1142/9789812770042_0001","title":"DEFORMABLE IMAGE REGISTRATION FOR RADIATION THERAPY PLANNING: ALGORITHMS AND APPLICATIONS","year":2007,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Computer science; Image registration; Computer vision; Artificial intelligence; Image (mathematics); Medical physics; Medicine","score_opus":0.039448070383068246,"score_gpt":0.3052512629175175,"score_spread":0.26580319253444923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W99533123","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":[0.0000119564465,0.0004601514,0.52896,0.000058774043,0.0002994984,0.0012787192,0.0001784865,0.00019142135,0.468561],"genre_scores_gemma":[0.0026499964,0.0000069606954,0.077551536,0.00012983764,0.0017797675,0.00047465376,0.0019064122,0.00014434366,0.9153565],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979559,0.000013529609,0.00051329966,0.00072915305,0.0003889556,0.0003991511],"domain_scores_gemma":[0.9981683,0.00014567575,0.0006266731,0.00061118836,0.00030016882,0.00014799282],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0010037923,0.0003674177,0.00036189213,0.00063538074,0.0008046782,0.0031088945,0.00045139535,0.00013249426,0.00007322639],"category_scores_gemma":[0.000005162166,0.0003759636,0.00015066947,0.00008945736,0.00034339365,0.0010687714,0.000054233253,0.0004674187,0.0000023876676],"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":[0.000031072912,0.000027882052,0.00008483854,0.000031928943,0.00010766756,7.0302315e-7,0.00034784002,0.00002572556,0.00070444786,0.52660114,0.03883733,0.43319944],"study_design_scores_gemma":[0.00040610105,0.00002107748,0.000014909467,0.00006510186,0.00001961037,0.0000013650582,0.000016666103,0.0015305326,0.00091798935,0.10144631,0.8951981,0.0003622064],"about_ca_topic_score_codex":0.000024033112,"about_ca_topic_score_gemma":0.00001706965,"teacher_disagreement_score":0.8563608,"about_ca_system_score_codex":0.00012878179,"about_ca_system_score_gemma":0.00014940336,"threshold_uncertainty_score":0.9998692},"labels":[],"label_agreement":null}]}