{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003603343,0.001075499,0.002137486,0.0009450247,0.00503694,0.004446683,0.003835848,0.06133286,0.01986938],"category_scores_gemma":[0.03147374,0.0008042779,0.001996522,0.0009845059,0.006807915,0.004470568,0.003611234,0.05569809,0.01734757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004320083,"about_ca_system_score_gemma":0.006373241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02428476,"about_ca_topic_score_gemma":0.03473353,"domain_scores_codex":[0.9960834,0.0006556468,0.0004394489,0.000759669,0.001082117,0.0009796771],"domain_scores_gemma":[0.9894997,0.00487652,0.0008592237,0.0006884155,0.002232132,0.001843951],"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":[0.0000254104,0.00001236956,0.0003103235,0.0001091385,0.00002003927,0.0005357508,0.0002347194,0.00001248204,0.0000830344,0.002151903,0.9932082,0.003296668],"study_design_scores_gemma":[0.00006351888,0.00002616917,0.001611761,0.0003096789,0.00003662609,0.001102042,0.0005705141,0.00003291025,0.0001232687,0.00257717,0.9935091,0.00003723307],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0002341511,0.003706083,0.00002696437,0.9253165,0.06819382,0.00000550309,0.00004537435,0.0000213224,0.002450316],"genre_scores_gemma":[0.001618229,0.001096688,0.00002900598,0.9427329,0.04449227,0.00001748905,0.00002086847,0.00001480402,0.009977698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06133286,"threshold_uncertainty_score":0.06646973,"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."}}