{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"c720348d3d8a","filters":{"venue":"Special publications"}},"results":[{"id":"W2766196431","doi":"10.1002/9781119067825.ch11","title":"THE EMERGING FIELD OF GEOETHICS","year":2017,"lang":"en","type":"other","venue":"Special publications","topic":"Geotourism and Geoheritage Conservation","field":"Earth and Planetary Sciences","cited_by":106,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Multidisciplinary approach; Sustainability; Engineering ethics; Face (sociological concept); Environmental ethics; Political science; Perspective (graphical); Conscience; Order (exchange); Public relations; Sociology; Business; Engineering; Social science; Computer science; Law; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.02434315842895063,"gpt":0.2710187738358702,"spread":0.2466756154069196,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020563,0.00008337924,0.0001007807,0.0000849716,0.0003700134,0.0001180355,0.0005285849,0.0001522289,0.01377086],"category_scores_gemma":[0.0004380094,0.00006124128,0.00005201904,0.0001009232,0.0001224689,0.00007227206,0.00001516239,0.0001635577,0.000237087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001035036,"about_ca_system_score_gemma":0.0001162223,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006123101,"about_ca_topic_score_gemma":0.0789744,"domain_scores_codex":[0.9993935,0.00002874372,0.0001304713,0.0001320299,0.0001751711,0.0001401312],"domain_scores_gemma":[0.9988804,0.0001662062,0.0002886524,0.0005563619,0.00006771151,0.00004066396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001192432,0.000002510417,0.005547248,0.000007037171,0.00001175279,1.60571e-7,0.00002581009,0.000001267805,1.206278e-7,0.002504473,0.9189368,0.07296166],"study_design_scores_gemma":[0.00003357873,0.000009215483,0.03184217,0.00001842127,0.000008951017,3.930292e-7,0.00002462038,0.00003619153,0.000001582107,0.001580572,0.9663764,0.000067922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001525126,0.0007184608,0.00007526009,0.01020042,0.0009779234,0.000158197,0.0001256465,0.00004095272,0.9876879],"genre_scores_gemma":[0.0008634425,0.0007573677,0.0001850218,0.0001278486,0.003442569,0.000003539189,0.0002720822,0.00001605809,0.9943321],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07289374,"threshold_uncertainty_score":0.9871307,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1565086941","doi":"10.1029/sp004p0090","title":"Comparative Analysis of Short Time Increment Urban Precipitation Characteristics","year":2011,"lang":"en","type":"book-chapter","venue":"Special publications","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Precipitation; Storm; Environmental science; Nova scotia; Climatology; Meteorology; Atmospheric sciences; Geography; Geology","retraction":null,"screen_n_in":null,"score":{"opus":0.02848814788275584,"gpt":0.2544674202708993,"spread":0.2259792723881435,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002174666,0.0002046753,0.0006282101,0.0004278369,0.0001297982,0.00002105788,0.0003517196,0.0002395512,0.1249871],"category_scores_gemma":[0.00002566521,0.0002186428,0.0002927378,0.0004256639,0.000363464,0.0001723355,0.0001404367,0.0001884497,0.002390833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001276829,"about_ca_system_score_gemma":0.00002955606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007136276,"about_ca_topic_score_gemma":0.0006668522,"domain_scores_codex":[0.9985042,0.00003670553,0.000554749,0.0003979233,0.0003469247,0.0001595415],"domain_scores_gemma":[0.9988337,0.00005765755,0.0003883358,0.0005382144,0.00008168753,0.0001003765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001219881,0.001092334,0.07053382,0.00001869912,0.01752668,0.000002366819,0.007519981,0.0003487829,0.0009482377,0.6023978,0.2883161,0.01117323],"study_design_scores_gemma":[0.00007745512,0.00007277775,0.2576809,0.000007547917,0.006903809,2.928374e-7,0.000009095209,0.001013098,0.00006946611,0.008191258,0.7255211,0.0004532262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001473124,0.00001201156,0.0005558317,0.0001592419,0.00005395198,0.00024619,0.0003100303,0.00002762967,0.997162],"genre_scores_gemma":[0.247547,0.00006414374,0.000727507,0.00009798189,0.0007550461,0.00005885423,0.005962551,0.00002559167,0.7447613],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5942066,"threshold_uncertainty_score":0.9983859,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2765163908","doi":"10.1002/9781119067825.ch6","title":"THE NATIONAL ASSOCIATION OF STATE BOARDS OF GEOLOGY (ASBOG)","year":2017,"lang":"en","type":"other","venue":"Special publications","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Professional association; Curriculum; Inclusion (mineral); State (computer science); Library science; Political science; Professional ethics; Professional conduct; Engineering ethics; Medical education; Public relations; Sociology; Medicine; Engineering; Law; Social science","retraction":null,"screen_n_in":null,"score":{"opus":0.2827023519134713,"gpt":0.5573759959321737,"spread":0.2746736440187024,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003195941,0.0000962337,0.0003319833,0.0002572232,0.0001317293,0.00002704012,0.0005499199,0.0006081295,0.002480567],"category_scores_gemma":[0.05978006,0.00007444852,0.0001484318,0.0001815666,0.0006370151,0.000031299,0.000144327,0.0009709212,0.0001000602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002016436,"about_ca_system_score_gemma":0.00219777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002199995,"about_ca_topic_score_gemma":0.005167959,"domain_scores_codex":[0.997489,0.00009981892,0.0004553444,0.0002205877,0.001531269,0.0002039404],"domain_scores_gemma":[0.9910949,0.004159963,0.00121259,0.0006854627,0.002762074,0.0000849905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001606463,0.00008620018,0.002833095,0.00005764594,0.0001779494,1.019963e-7,0.00002180217,1.356641e-7,0.00001981679,0.1587753,0.8365376,0.00147434],"study_design_scores_gemma":[0.0003280559,0.00005223746,0.01843197,0.00007645354,0.00003044343,4.305857e-7,0.00000663523,0.00000341841,0.00003056658,0.04395783,0.9370319,0.0000500414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001681436,0.0001241218,0.00003997374,0.02989204,0.0004438261,0.0004491714,0.0003007871,0.0000277556,0.9687055],"genre_scores_gemma":[0.0007490711,0.001685126,0.0003387821,0.0001059936,0.003104059,0.00005685677,0.0001265198,0.00007363865,0.9937599],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1148174,"threshold_uncertainty_score":0.9984313,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4232974584","doi":"10.1002/9781119642206.ch2","title":"TRAITS OF SUCCESSFUL SCIENTISTS","year":2019,"lang":"en","type":"other","venue":"Special publications","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Meritocracy; Gray (unit); Trait; Hard and soft science; Sociology; Psychology; Political science; Social science; Law; Medicine; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.09468838612007076,"gpt":0.4239400427651091,"spread":0.3292516566450384,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003851581,0.0001146711,0.0003520133,0.0007088428,0.00002991793,0.00002007473,0.0002185983,0.000249959,0.01839664],"category_scores_gemma":[0.01016592,0.0000957315,0.00008628305,0.0007281147,0.0002245628,0.00004151216,0.00004012233,0.0003102653,0.00141874],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009271176,"about_ca_system_score_gemma":0.007958295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001668667,"about_ca_topic_score_gemma":0.0001692351,"domain_scores_codex":[0.998117,0.0000295721,0.0002593817,0.0002500478,0.0008151885,0.0005287622],"domain_scores_gemma":[0.99678,0.00006568358,0.0001534516,0.0004500835,0.00021785,0.002332898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008338571,0.0001379731,0.0001770338,0.0003310175,0.0000227205,0.000001378986,0.00002109164,4.797692e-9,0.00004583309,0.009490278,0.9681531,0.02161124],"study_design_scores_gemma":[0.0005380429,0.00008653828,0.0062135,0.0002353816,0.00002171942,0.000005150217,0.00001181238,0.000001564533,0.00001663075,0.0000533639,0.9927484,0.00006784639],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003818887,0.0002329093,0.00007238778,0.02114802,0.0004786818,0.000929023,0.000207796,0.000077925,0.976815],"genre_scores_gemma":[0.0004555435,0.0002134436,0.0003569537,0.001025365,0.004447521,0.00002944496,0.0002083079,0.0001263866,0.9931371],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02459536,"threshold_uncertainty_score":0.9993588,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1594306391","doi":"10.1029/sp004p0279","title":"Data Needs for Modelling Flood Frequency","year":2011,"lang":"en","type":"book-chapter","venue":"Special publications","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Winnipeg","funders":"","keywords":"Flood myth; Computer science; Geology; Geography; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.1072314351824769,"gpt":0.2704819356797499,"spread":0.163250500497273,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002163831,0.0002455654,0.0001977449,0.0001621936,0.0002528465,0.0001050139,0.001407914,0.0001742201,0.02079987],"category_scores_gemma":[0.00001339479,0.0002517338,0.00009708248,0.00009393255,0.000127605,0.000569031,0.0007800602,0.0001831718,0.001841105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001369372,"about_ca_system_score_gemma":0.00004580471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001733852,"about_ca_topic_score_gemma":0.0008804418,"domain_scores_codex":[0.9985257,0.000005769751,0.0003330463,0.0005610689,0.0002984714,0.0002759631],"domain_scores_gemma":[0.998107,0.00002589367,0.0001971832,0.001524672,0.00002782748,0.0001174002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001700555,0.00003503669,0.00002209061,0.000005566744,0.00003716603,1.775835e-7,0.00004652894,0.00007764976,0.000001980858,0.6859393,0.3078617,0.005971035],"study_design_scores_gemma":[0.0001040719,0.00002041222,0.00004117709,0.00000707152,0.000103581,3.132215e-7,0.000008328137,0.000957487,9.837388e-7,0.2014039,0.7971155,0.0002371234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002285822,0.00005445239,0.07322314,0.001074648,0.0004927703,0.0008581922,0.0007085908,0.00009529845,0.9234906],"genre_scores_gemma":[0.0002127011,0.0003701898,0.02970913,0.0001715619,0.002897275,0.0001387794,0.00354517,0.00007708852,0.9628781],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4892538,"threshold_uncertainty_score":0.9999935,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}