{"id":"W4297549243","doi":"10.3917/cerpsy.147.0034","title":"Comment éviter la dépression","year":2022,"lang":"fr","type":"article","venue":"Cerveau & Psycho","topic":"Psychoanalysis and Psychopathology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Counselling and Psychotherapy Association","funders":"","keywords":"Psychology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00478603,0.0006726652,0.0008600529,0.00067626,0.001192255,0.0001806549,0.001762842,0.0005382118,0.1350629],"category_scores_gemma":[0.00003275186,0.0007263402,0.0008373521,0.001561082,0.000627333,0.0001705063,0.0006599796,0.00301298,0.004598889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003031746,"about_ca_system_score_gemma":0.00009803422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002696495,"about_ca_topic_score_gemma":0.0000151721,"domain_scores_codex":[0.9866037,0.007757983,0.001090474,0.001711625,0.001124846,0.00171134],"domain_scores_gemma":[0.995652,0.0007173821,0.000423949,0.002476896,0.0001239588,0.0006058218],"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":[0.0008826032,0.004074306,0.01345661,0.00007233032,0.0005911584,0.0005151081,0.004159906,0.00004157436,0.0002923445,0.009000154,0.8212784,0.1456355],"study_design_scores_gemma":[0.004108756,0.0007808073,0.01881962,0.00008914054,0.0002008565,0.0005586958,0.001735689,0.0001473037,0.00001307746,0.004646594,0.9681928,0.0007066692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02764091,0.04943074,0.0006324361,0.1880972,0.02177358,0.0009439305,0.000590976,0.0001624747,0.7107278],"genre_scores_gemma":[0.4611455,0.001793454,0.0005307903,0.02723961,0.002058148,0.001248503,0.000350645,0.0002788303,0.5053545],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4335046,"threshold_uncertainty_score":0.9995188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04968307587999196,"score_gpt":0.4083990035228511,"score_spread":0.3587159276428592,"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."}}