{"id":"W4378678097","doi":"10.1051/pmed/2023012","title":"Ateliers","year":2023,"lang":"fr","type":"article","venue":"Pédagogie médicale","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Francophone University Association","funders":"","keywords":"History","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007264444,0.0001911888,0.0002984871,0.0000773221,0.001074571,0.00008080196,0.0003685345,0.0002815234,0.002735615],"category_scores_gemma":[0.0005010298,0.0002048588,0.0002154979,0.001711699,0.002192861,0.000160961,0.0001786767,0.0002754592,0.01367811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003620163,"about_ca_system_score_gemma":0.0001951232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003605597,"about_ca_topic_score_gemma":0.0007247598,"domain_scores_codex":[0.9975358,0.0002283328,0.0002618831,0.0003462494,0.0006452164,0.0009824869],"domain_scores_gemma":[0.999024,0.0003161816,0.00006858307,0.0001867785,0.00007100347,0.0003335069],"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":[0.000002952173,0.00006667733,0.0007555962,0.00003142814,0.00006440691,0.00005904744,0.02268915,0.000009869595,0.000008615551,0.09524886,0.7478099,0.1332535],"study_design_scores_gemma":[0.00018361,0.00003765227,0.002978904,0.00003852714,0.00003287048,3.664868e-7,0.01028571,0.0001119098,0.00001246168,0.01745736,0.9686159,0.0002447301],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02740542,0.0974529,0.00007183051,0.07850789,0.01431331,0.0002913699,0.00005606168,0.0008153623,0.7810858],"genre_scores_gemma":[0.03557394,0.0386341,0.0001181405,0.001089304,0.0027579,0.00003182627,0.00001155089,0.00002976107,0.9217535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.220806,"threshold_uncertainty_score":0.998176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1474333200009685,"score_gpt":0.3427946570403705,"score_spread":0.195361337039402,"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."}}