{"id":"W7010440911","doi":"","title":"IA et santé, l'âge des possibles","year":2025,"lang":"fr","type":"book","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Private space; Ile de france; Private life","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00846272,0.001020614,0.001050866,0.002426456,0.012252,0.02679787,0.001742043,0.00910882,0.02915504],"category_scores_gemma":[0.01018363,0.0006015077,0.0008358379,0.002568448,0.02975863,0.01990614,0.01034178,0.01710544,0.007230754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02913846,"about_ca_system_score_gemma":0.02879448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1108802,"about_ca_topic_score_gemma":0.1109853,"domain_scores_codex":[0.9910449,0.004266184,0.0002357533,0.0009200498,0.001470304,0.002062777],"domain_scores_gemma":[0.9914631,0.002554384,0.0004614895,0.0007346177,0.001711811,0.003074548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005709881,0.0000551907,0.001479303,0.0003297786,0.00001754429,0.0001641221,0.02615659,0.0001507537,0.0001531913,0.7844024,0.1284854,0.05854871],"study_design_scores_gemma":[0.000003803533,0.00001605113,0.0008939825,0.0005292682,0.000005363073,0.0001167914,0.00961004,0.00004754015,0.0000455428,0.04430785,0.9444054,0.00001844363],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006111363,0.1068838,0.002004052,0.6332876,0.005008617,0.0000277117,0.0003235155,0.0001427029,0.2462106],"genre_scores_gemma":[0.3758089,0.2107419,0.005055336,0.1675359,0.009223703,0.0001984839,0.0006452439,0.000368927,0.2304216],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1108802,"threshold_uncertainty_score":0.2204697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06312341989311797,"score_gpt":0.3657714416733561,"score_spread":0.3026480217802381,"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."}}