{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"0a30e3d5a297","filters":{"venue":"Science Publishers eBooks"}},"results":[{"id":"W1225024522","doi":"","title":"Reproductive biology and phylogeny of Cetacea : whales, dolphins, and porpoises","year":2007,"lang":"en","type":"book","venue":"Science Publishers eBooks","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Biology; Population; Zoology; Anatomy","retraction":null,"screen_n_in":null,"score":{"opus":0.01770556957298811,"gpt":0.2525504349906229,"spread":0.2348448654176347,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002022602,0.0003641984,0.0005447853,0.0002184302,0.0002968842,0.0001940456,0.0007984521,0.000205782,0.0002523616],"category_scores_gemma":[0.0003584794,0.0003127884,0.00006448452,0.0002347485,0.009327817,0.0006919776,0.002531103,0.0003383305,0.00001469872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002752742,"about_ca_system_score_gemma":0.0001875241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001318946,"about_ca_topic_score_gemma":0.0008477699,"domain_scores_codex":[0.9968843,0.00003827249,0.0004288445,0.001451192,0.0006026379,0.000594757],"domain_scores_gemma":[0.998525,0.0000876079,0.0004263947,0.0006462547,0.0000706041,0.0002441874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001476379,0.0001433486,0.1046082,0.0006108686,0.0002343138,0.00005738744,0.004605464,0.000003483881,0.01194568,0.03447355,0.1723049,0.6708652],"study_design_scores_gemma":[0.0004097477,0.0004499868,0.08497116,0.0001095903,0.000100232,0.00007067962,0.0004111849,0.000008130202,0.000754329,0.03465025,0.8771116,0.0009531103],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03011527,0.001602278,0.000006531123,0.000105792,0.0002572419,0.000498921,0.00001976254,0.00003563841,0.9673586],"genre_scores_gemma":[0.2593315,0.0004674509,0.003123648,0.001053653,0.0004186487,0.00004548507,0.00002160448,0.00009086159,0.7354471],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7048067,"threshold_uncertainty_score":0.9999324,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2185062400","doi":"10.1201/b13146-17","title":"As the Water Flows","year":2012,"lang":"en","type":"book-chapter","venue":"Science Publishers eBooks","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Environmental science; Geology; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.02544133903710867,"gpt":0.2567594607766933,"spread":0.2313181217395847,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.005193005,0.0003853104,0.000278114,0.0004195155,0.003303154,0.005384995,0.003713894,0.0002602124,0.003732901],"category_scores_gemma":[0.00006363624,0.0002013935,0.0002209744,0.00008864755,0.006571738,0.001514514,0.0005759262,0.0006483588,0.002092031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005043378,"about_ca_system_score_gemma":0.0007929674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001337685,"about_ca_topic_score_gemma":0.00109658,"domain_scores_codex":[0.9945585,0.00008172133,0.0003544594,0.0007437743,0.002743675,0.001517917],"domain_scores_gemma":[0.9980758,0.00004900418,0.0001265579,0.001000643,0.0002392418,0.000508764],"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":[0.00001194201,0.00001569086,0.0000214658,0.00002221421,0.00007130319,0.00001560194,0.0887552,0.00000468219,0.0001125793,0.7767649,0.0211427,0.1130617],"study_design_scores_gemma":[0.00008616204,0.00001903618,0.000008452456,0.00002345784,0.00004928176,0.000002255755,0.001089552,0.000001459283,0.00007860559,0.03620097,0.962077,0.0003637814],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003466635,0.00008013163,0.00001176457,0.009729611,0.002010429,0.0009239103,0.000003993767,0.0002306318,0.9866629],"genre_scores_gemma":[0.03655751,0.000005371302,0.00006759258,0.001752918,0.0008708734,0.00004243954,0.000005833464,0.00005586295,0.9606416],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9409343,"threshold_uncertainty_score":0.9986849,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2475707013","doi":"10.1201/b13146-13","title":"Case Studies","year":2012,"lang":"en","type":"book-chapter","venue":"Science Publishers eBooks","topic":"Heavy Metal Exposure and Toxicity","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.05611864452657343,"gpt":0.2753226001271078,"spread":0.2192039556005344,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002169288,0.0004147564,0.0004141636,0.0001872978,0.0006526756,0.0004463977,0.0008788336,0.0002350975,0.003234689],"category_scores_gemma":[0.0002036791,0.0003407238,0.0001587086,0.000101963,0.004586731,0.001927245,0.001053967,0.000512177,0.002049267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005613373,"about_ca_system_score_gemma":0.0001396877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008682485,"about_ca_topic_score_gemma":0.0001128952,"domain_scores_codex":[0.9966578,0.00002303556,0.0003959517,0.0008406126,0.001234957,0.0008475816],"domain_scores_gemma":[0.9982734,0.00006661576,0.0002204054,0.0007904416,0.00006205592,0.0005870908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002843091,0.00009522617,0.0006796083,0.0001051871,0.0002446962,0.00590519,0.007655319,0.00001626759,0.00352372,0.09498628,0.1478265,0.7389336],"study_design_scores_gemma":[0.0001646336,0.00009449034,0.00005648969,0.00003318979,0.00008898995,0.002389491,0.0002069092,0.000008068359,0.001017293,0.02249582,0.9725626,0.000882106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004734771,0.0002584408,0.000008375127,0.00008880575,0.001148994,0.0003111767,0.000008175271,0.000104043,0.9933372],"genre_scores_gemma":[0.1593345,0.000006405703,0.0005525033,0.0005983716,0.0002501132,0.00001746936,0.000001728476,0.00004416752,0.8391948],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8247361,"threshold_uncertainty_score":0.9999045,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2491623489","doi":"10.1201/b13146-18","title":"Remedial Action Plan","year":2012,"lang":"en","type":"book-chapter","venue":"Science Publishers eBooks","topic":"Transboundary Water Resource Management","field":"Social Sciences","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":"Negotiation; Government (linguistics); Action plan; Remedial education; Plan (archaeology); Action (physics); Quality (philosophy); Environmental planning; Business; Political science; Public administration; Environmental resource management; Geography; Environmental science; Law; Management; Economics; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.08187048374810905,"gpt":0.295599760365244,"spread":0.2137292766171349,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.003143989,0.0003316896,0.0002805066,0.0007410833,0.001770011,0.003034291,0.001840584,0.0003392265,0.001308132],"category_scores_gemma":[0.00009399822,0.0003317155,0.0001562211,0.0001173811,0.004786124,0.002024959,0.0002371923,0.0005846514,0.000419777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008873768,"about_ca_system_score_gemma":0.001195914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006936276,"about_ca_topic_score_gemma":0.00414605,"domain_scores_codex":[0.9951525,0.00005309892,0.0003356638,0.0007338465,0.002601473,0.00112344],"domain_scores_gemma":[0.9982637,0.00004202031,0.0002458438,0.0005924943,0.0002079482,0.0006480026],"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":[0.00002885501,0.00002248285,0.0002284852,0.00003618738,0.00005703424,0.00001496893,0.02828974,0.000001921562,0.0001704736,0.6760329,0.03889896,0.256218],"study_design_scores_gemma":[0.0001261024,0.00002410863,0.0001162532,0.00003557372,0.00004041941,0.000001384601,0.0009234624,9.153855e-7,0.00002692312,0.01176157,0.9865546,0.0003887071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002816394,0.00003590732,0.00003660509,0.001256743,0.003699086,0.0006447251,0.000006450317,0.0003281163,0.9937108],"genre_scores_gemma":[0.04664975,0.000009288058,0.000197741,0.0004075558,0.001932655,0.00002397375,0.00001418386,0.00005454599,0.9507103],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9476556,"threshold_uncertainty_score":0.9999135,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2485689641","doi":"10.1201/b13146-27","title":"Conclusion - Lessons Learnt","year":2012,"lang":"en","type":"book-chapter","venue":"Science Publishers eBooks","topic":"French Urban and Social Studies","field":"Social Sciences","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":"Environmental science","retraction":null,"screen_n_in":null,"score":{"opus":0.07826212556568023,"gpt":0.2977469657031078,"spread":0.2194848401374276,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.002813624,0.000337188,0.0004202515,0.0003403422,0.004257157,0.00146499,0.001452946,0.0004541047,0.001364315],"category_scores_gemma":[0.0004851313,0.0003230656,0.0002167104,0.0001366338,0.008997661,0.001292467,0.0006058794,0.0006307741,0.0003101384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001347267,"about_ca_system_score_gemma":0.00205343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002894943,"about_ca_topic_score_gemma":0.00266907,"domain_scores_codex":[0.9957161,0.00005146666,0.0003170692,0.0006517193,0.00212699,0.001136656],"domain_scores_gemma":[0.9980423,0.0001122744,0.0002867809,0.00040402,0.000513076,0.0006415173],"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":[0.00000172622,0.000006229013,0.000006855742,0.00000481303,0.00001460187,0.000003115279,0.01510206,9.2859e-8,0.00002095239,0.8529776,0.05977573,0.07208619],"study_design_scores_gemma":[0.00008614011,0.00001902252,0.00003581922,0.00004313447,0.00002897862,5.004201e-7,0.001574193,6.575021e-7,0.00001087953,0.06515712,0.9326559,0.0003876436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003387118,0.002416426,0.00001019933,0.002276026,0.003664855,0.0004004514,0.00001031097,0.0002221767,0.9909657],"genre_scores_gemma":[0.02830322,0.0001214732,0.0001085053,0.0003955429,0.001505441,0.00001600556,0.000004383705,0.00003723285,0.9695082],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8728802,"threshold_uncertainty_score":0.9999222,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4251255848","doi":"10.1201/b13146-28","title":"Index","year":2012,"lang":"hu","type":"paratext","venue":"Science Publishers eBooks","topic":"Water Resources and Governance","field":"Social Sciences","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":"Index (typography); Computer science; World Wide Web","retraction":null,"screen_n_in":null,"score":{"opus":0.02608318893142285,"gpt":0.2900018188635349,"spread":0.2639186299321121,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.00535108,0.0007857884,0.0007924942,0.000665482,0.003566113,0.01011065,0.006389172,0.000829391,0.006901653],"category_scores_gemma":[0.000452674,0.0007072448,0.0003735595,0.001729177,0.01077813,0.005414678,0.001183999,0.001400912,0.008546978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001073403,"about_ca_system_score_gemma":0.004135201,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01514806,"about_ca_topic_score_gemma":0.000969453,"domain_scores_codex":[0.988848,0.0002971832,0.0007967252,0.001729616,0.004623187,0.003705336],"domain_scores_gemma":[0.9951176,0.0001159771,0.001015675,0.001271952,0.0006900114,0.001788762],"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":[0.00004238562,0.0001413553,0.003402863,0.0001125914,0.00006777472,0.0000137147,0.06938074,0.00002688992,0.0002072915,0.007824082,0.870222,0.04855835],"study_design_scores_gemma":[0.0002877132,0.00005379471,0.00208647,0.0001375641,0.00003718395,0.00000487744,0.005633455,0.0000425561,0.0001426609,0.0004504657,0.9901565,0.0009667464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01790331,0.0009395261,0.00004482113,0.001564911,0.01547116,0.0007654607,0.0000581735,0.0001044369,0.9631482],"genre_scores_gemma":[0.4213769,0.00001932565,0.00005705924,0.0007200399,0.00263463,0.00004260991,0.000008449194,0.00004813947,0.5750929],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4034736,"threshold_uncertainty_score":0.9995379,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}