{"id":"W4296849511","doi":"10.1016/j.euroneuro.2022.07.256","title":"MULTI-PSYCH - A MULTIMODAL DATA PROJECT FOR DEPRESSION AND ANXIETY DISORDERS IN SWEDISH ROUTINE CLINICAL CARE","year":2022,"lang":"en","type":"article","venue":"European Neuropsychopharmacology","topic":"Health, psychology, and well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Anxiety; Depression (economics); Psychology; Psychiatry; Medicine","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":[0.008283592,0.001359673,0.002284042,0.007111927,0.001675343,0.004353233,0.001472298,0.001672974,0.005528269],"category_scores_gemma":[0.02173792,0.0007707811,0.001665122,0.006909951,0.0008278074,0.001392529,0.006436794,0.001093119,0.002253307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003973723,"about_ca_system_score_gemma":0.01181624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05170497,"about_ca_topic_score_gemma":0.03754754,"domain_scores_codex":[0.9929608,0.003219612,0.001454193,0.0009737159,0.0007627934,0.0006288998],"domain_scores_gemma":[0.9802232,0.005559481,0.003865289,0.00167186,0.004675276,0.004004859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007151296,0.001275393,0.8526106,0.004037565,0.002188319,0.0006475644,0.005400134,0.001508083,0.001522658,0.00192588,0.04680499,0.07492751],"study_design_scores_gemma":[0.001970956,0.001294074,0.9533002,0.00191611,0.001618921,0.0008030788,0.005745789,0.001360423,0.0008970837,0.0009384395,0.0300408,0.0001141911],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6948847,0.003164341,0.00342314,0.001684063,0.0001813874,0.002899827,0.288981,0.0004760549,0.004305507],"genre_scores_gemma":[0.6247888,0.002295439,0.01276929,0.001152578,0.0001418146,0.01344124,0.3419599,0.0003507141,0.003100225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05170497,"threshold_uncertainty_score":0.1028081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.113583760962912,"score_gpt":0.5103482342934557,"score_spread":0.3967644733305436,"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."}}