{"id":"W6898631256","doi":"10.57745/bamewx/na3lyl","title":"190521_BM_BEN_B13_B_rbcL.h5","year":2022,"lang":"en","type":"dataset","venue":"Recherche Data Gouv France","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Process (computing); Identification (biology); Product (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.01143724,0.001425588,0.001587861,0.0005632171,0.0005055657,0.0002833243,0.0172899,0.00214484,0.1779598],"category_scores_gemma":[0.008104643,0.001584994,0.0002594197,0.002987882,0.0003545956,0.001051898,0.009005726,0.01066686,0.04018941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173106,"about_ca_system_score_gemma":0.001509439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004373142,"about_ca_topic_score_gemma":0.001106229,"domain_scores_codex":[0.9867811,0.004550586,0.001279478,0.003611453,0.002186923,0.001590506],"domain_scores_gemma":[0.9764873,0.002371298,0.001118417,0.01940596,0.0001772525,0.0004397501],"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":[0.00008569064,0.000414692,0.00001304901,0.0004145106,0.0002884855,0.0002351301,0.00002987852,0.0000137549,0.00007097187,0.00000992811,0.9947247,0.003699215],"study_design_scores_gemma":[0.0007683721,0.00007394678,0.00004053456,0.0001482347,0.0003889731,0.00009281983,0.00004850498,0.00008643691,0.00002722514,0.0001721247,0.9964373,0.001715515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000006800799,0.007094701,0.00003510952,0.0002508966,0.002149286,0.001101949,0.9878895,0.0005623308,0.0009094639],"genre_scores_gemma":[2.621575e-7,0.004407986,0.003093574,0.00109324,0.001038062,0.0003669237,0.984668,0.0004799993,0.004851927],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1377704,"threshold_uncertainty_score":0.9998494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4801093876116948,"score_gpt":0.4548633885206597,"score_spread":0.02524599909103509,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}