{"id":"W4298126828","doi":"","title":"Dal Paziente “esperto” al “paziente Formatore : l’esempio dell’Università di Montreal","year":2014,"lang":"it","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"History of Medical Practice","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université de Montréal","funders":"","keywords":"Trainer; Psychology; Medical education; Medicine; Computer science; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01271586,0.001195749,0.001566573,0.0006560005,0.001328925,0.0003752632,0.003051587,0.001162074,0.001918899],"category_scores_gemma":[0.009868852,0.001285735,0.0009003786,0.0007302334,0.001526327,0.0006845681,0.003055483,0.003925658,0.001958326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001281211,"about_ca_system_score_gemma":0.001387368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005076431,"about_ca_topic_score_gemma":0.002548241,"domain_scores_codex":[0.9805658,0.0116106,0.001698287,0.002178144,0.002435848,0.001511274],"domain_scores_gemma":[0.9819201,0.004724945,0.001852272,0.005446128,0.004140692,0.001915813],"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":[0.001953374,0.01036562,0.0174815,0.003384969,0.002727286,0.001010078,0.1017526,0.0002438618,0.005922008,0.03268894,0.5202388,0.302231],"study_design_scores_gemma":[0.003824336,0.000007048218,0.007808411,0.005729825,0.0008487966,0.0001913363,0.001000696,0.04311298,0.002482711,0.0002664659,0.9334407,0.001286639],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1692297,0.00568678,0.1479668,0.09357256,0.003952014,0.002979326,0.0003830548,0.001100072,0.5751296],"genre_scores_gemma":[0.8438622,0.005009243,0.01229571,0.002638817,0.0003463516,0.00009148546,0.002602801,0.0002979313,0.1328554],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6746325,"threshold_uncertainty_score":0.9999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361188571462017,"score_gpt":0.2384361022046018,"score_spread":0.2248242164899816,"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."}}