{"id":"W3215251652","doi":"10.7202/1083756ar","title":"Que sont les GEM1 devenus? Que j’avais de si près tenus, et tant aimés2…","year":2021,"lang":"fr","type":"article","venue":"Aequitas Revue de développement humain handicap et changement social","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01621896,0.001018884,0.001598862,0.0002784244,0.00370434,0.0001835951,0.0007453226,0.002536841,0.009039344],"category_scores_gemma":[0.002257999,0.001160414,0.0006352067,0.0009349915,0.0005296974,0.0003598726,0.001048102,0.004886772,0.0006106774],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006695323,"about_ca_system_score_gemma":0.00999191,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003280738,"about_ca_topic_score_gemma":0.02105448,"domain_scores_codex":[0.9819094,0.008586511,0.002257688,0.001448719,0.001408475,0.004389229],"domain_scores_gemma":[0.9944967,0.001510156,0.001181044,0.0008199809,0.0007144278,0.001277661],"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":[0.0001157023,0.001615381,0.009230436,0.00611258,0.0008944016,0.0008263469,0.2943877,0.000008497697,0.001287959,0.07570142,0.5899431,0.0198765],"study_design_scores_gemma":[0.005546061,0.0007136509,0.02124284,0.00440275,0.0007734408,0.00004835218,0.1187053,0.0001560762,0.0003478699,0.004941456,0.8417608,0.00136143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1951004,0.0198956,0.01359752,0.7425373,0.005718159,0.004728766,0.00130442,0.0003850125,0.01673283],"genre_scores_gemma":[0.6521765,0.07964281,0.02170443,0.1793501,0.01985806,0.003827707,0.003672949,0.0007258222,0.03904169],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5631872,"threshold_uncertainty_score":0.9990846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1192691591851377,"score_gpt":0.4369262003105239,"score_spread":0.3176570411253862,"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."}}