{"id":"W2077694441","doi":"10.1051/medsci/2007235533","title":"Démographie médicale","year":2007,"lang":"fr","type":"article","venue":"médecine/sciences","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02709822,0.0003567406,0.0005601037,0.0005558697,0.003699419,0.0001061146,0.0007357807,0.0008015638,0.005824065],"category_scores_gemma":[0.002064976,0.0002968315,0.0001854664,0.002811173,0.002006489,0.0007914358,0.0001964497,0.001492387,0.002791792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001318515,"about_ca_system_score_gemma":0.001209241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005876908,"about_ca_topic_score_gemma":0.00303882,"domain_scores_codex":[0.991908,0.002539584,0.00146209,0.0008366404,0.001105635,0.002148047],"domain_scores_gemma":[0.9902273,0.007633401,0.0006846396,0.0004401861,0.0002175538,0.000796938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005946379,0.0004619079,0.4065816,0.001021058,0.00004671977,0.0001213261,0.00358887,0.00000900109,0.0001176166,0.2188667,0.1885173,0.1806084],"study_design_scores_gemma":[0.0005904177,0.0006062557,0.0866221,0.0008397024,0.00003122104,0.00004067959,0.01126509,0.00005649556,0.00002284679,0.00480742,0.8947879,0.0003298853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2191863,0.08906109,0.002739943,0.1875176,0.02172317,0.001390155,0.00006994768,0.0002274968,0.4780843],"genre_scores_gemma":[0.877637,0.003996533,0.009100491,0.01024655,0.006474145,0.00003400413,0.000005508583,0.00005415643,0.0924516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7062706,"threshold_uncertainty_score":0.9999484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2004017095197309,"score_gpt":0.5221418659607218,"score_spread":0.3217401564409909,"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."}}