{"id":"W7117571531","doi":"10.1186/s12875-025-03132-1","title":"Screening tools for ruling out mood and anxiety disorders in adults in primary care: a rapid systematic review","year":2025,"lang":"en","type":"article","venue":"BMC Primary Care","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Memorial Chiropractic College; University of British Columbia; North Island College; Centre for Disability Prevention and Rehabilitation; Ontario Tech University","funders":"","keywords":"Anxiety; Depression (economics); Reliability (semiconductor); Mood; Primary care; Mood disorders; MEDLINE","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003289033,0.0002450974,0.0007572556,0.0001648365,0.0001069321,0.00004025478,0.000206633,0.0001264543,0.00001316957],"category_scores_gemma":[0.00005891062,0.0002216297,0.0001161752,0.0002586986,0.00002635681,0.0002160591,0.0001041926,0.0001638981,0.000005034316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000458212,"about_ca_system_score_gemma":0.00009728393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001493959,"about_ca_topic_score_gemma":0.001375509,"domain_scores_codex":[0.9980448,0.0002322243,0.0006902094,0.0005079194,0.0001352235,0.0003896446],"domain_scores_gemma":[0.9990199,0.0003483264,0.0001550394,0.0003781001,0.00004024962,0.00005843204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003645814,0.00009512448,0.07062318,0.7936748,0.00003445645,0.000003469335,0.003554729,0.000001597993,0.000002236535,0.00009335323,0.0001363279,0.1314161],"study_design_scores_gemma":[0.01975658,0.0004504959,0.3714906,0.5832902,0.0005717599,0.00001002207,0.02223048,0.00005575094,0.00002094089,0.0001343832,0.0009675826,0.001021243],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1738078,0.7680209,0.0005682445,0.0003516425,0.0006901887,0.0163886,0.0001774198,0.0001073176,0.03988796],"genre_scores_gemma":[0.970202,0.01660748,0.003101278,0.002972064,0.00005642293,0.005172251,0.001458254,0.00005255791,0.0003776865],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7963942,"threshold_uncertainty_score":0.9037799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02273100535735562,"score_gpt":0.3281292265308932,"score_spread":0.3053982211735376,"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."}}