{"id":"W4404562739","doi":"10.7202/1114410ar","title":"Biobanque Signature : origines et perspectives d’un projet longitudinal évaluant les signatures biologiques, psychologiques et sociales des patients visitant les urgences de l’Institut universitaire en santé mentale de Montréal","year":2024,"lang":"fr","type":"article","venue":"Santé mentale au Québec","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institut universitaire en santé mentale de Montréal; Institut Universitaire en Santé Mentale de Québec","funders":"","keywords":"Political science; Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02449318,0.0008274643,0.0009794254,0.004088266,0.00560477,0.005594939,0.003389107,0.00117735,0.003576117],"category_scores_gemma":[0.04704685,0.0007625369,0.0008831633,0.007935321,0.002306482,0.002024174,0.003936252,0.001678501,0.00108511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03436085,"about_ca_system_score_gemma":0.08607519,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7861122,"about_ca_topic_score_gemma":0.8186168,"domain_scores_codex":[0.9861451,0.005661172,0.0008795619,0.001563204,0.003792161,0.001958786],"domain_scores_gemma":[0.947987,0.006667993,0.004609438,0.003888196,0.03147913,0.005368245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005921566,0.0003533436,0.8119765,0.0006404339,0.0002441696,0.0004383899,0.04576552,0.0003795897,0.001672115,0.004929241,0.02324934,0.1097592],"study_design_scores_gemma":[0.0001228074,0.0005579893,0.9098092,0.0007316491,0.0001647326,0.0002226253,0.02526454,0.000549373,0.00169333,0.0007597322,0.05999804,0.0001259798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9125708,0.006455909,0.01079942,0.02080034,0.0006142356,0.005489553,0.02184677,0.000231559,0.02119144],"genre_scores_gemma":[0.9135984,0.004043795,0.020663,0.005763882,0.0002847255,0.01116077,0.01336362,0.000190167,0.03093169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2138878,"threshold_uncertainty_score":0.4302949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02755049062225386,"score_gpt":0.3159712403398365,"score_spread":0.2884207497175827,"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."}}