{"id":"W4249400204","doi":"10.1051/pmed/2013038","title":"Affiches","year":2013,"lang":"fr","type":"article","venue":"Pédagogie médicale","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Université de Montréal","funders":"","keywords":"Medicine","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004793684,0.0003250838,0.0006051282,0.00044596,0.0003243518,0.0008064881,0.00163275,0.0003723421,0.04775047],"category_scores_gemma":[0.1077899,0.0002541336,0.0002931196,0.002948706,0.0007772113,0.0006505437,0.0005663756,0.0005417959,0.02434868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007823945,"about_ca_system_score_gemma":0.0001913758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005504921,"about_ca_topic_score_gemma":0.000006258116,"domain_scores_codex":[0.994587,0.0009356089,0.001025882,0.0009186864,0.001450335,0.001082499],"domain_scores_gemma":[0.9600887,0.03731274,0.0003535112,0.00119618,0.0004231564,0.0006257421],"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":[0.000003267033,0.0001305902,0.01352151,0.0000151768,0.000018602,0.00001492233,0.0002095155,0.0000221626,0.0001801806,0.001151565,0.2240976,0.7606349],"study_design_scores_gemma":[0.0003823771,0.0001576453,0.05818832,0.00007568055,0.00002493647,0.00004100964,0.002618016,0.004150359,0.0003104596,0.08111802,0.8525177,0.0004154222],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3273154,0.1208713,0.0616625,0.1150787,0.01964477,0.0009906434,0.0000454406,0.0005216028,0.3538696],"genre_scores_gemma":[0.1299952,0.001986864,0.1369975,0.003312915,0.001791193,0.00008563069,0.000003965434,0.00005797949,0.7257687],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7602195,"threshold_uncertainty_score":0.9999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5145740517529641,"score_gpt":0.4810070191269412,"score_spread":0.03356703262602295,"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."}}