{"id":"W4415457609","doi":"10.3389/fpsyt.2025.1698878","title":"Diagnosing the context is as important as diagnosing the individual","year":2025,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychosocial; Reductionism; Context (archaeology); Affect (linguistics); Mental illness; Focus (optics); Social environment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009016589,0.001013795,0.001379543,0.001813085,0.006613976,0.006605983,0.001775927,0.003966631,0.004848735],"category_scores_gemma":[0.02039804,0.0006592381,0.0006538819,0.0009991189,0.01527333,0.01436111,0.009827708,0.008977136,0.001547575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003832824,"about_ca_system_score_gemma":0.01114084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008274211,"about_ca_topic_score_gemma":0.01389741,"domain_scores_codex":[0.9906887,0.005503048,0.0005466718,0.0009166037,0.001737749,0.0006072376],"domain_scores_gemma":[0.9836096,0.007113192,0.001658868,0.001346084,0.003341441,0.002930913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001898971,0.0002916181,0.05739271,0.002025105,0.0002250892,0.005195486,0.177196,0.000456367,0.003800698,0.1984757,0.1147974,0.439954],"study_design_scores_gemma":[0.00002420978,0.0001588171,0.02081047,0.005530608,0.0001687069,0.01018225,0.1268319,0.0004360568,0.00148403,0.2722269,0.5618914,0.0002547515],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06633091,0.06363755,0.07664003,0.661309,0.01097954,0.0004581596,0.0004897835,0.0004821201,0.1196728],"genre_scores_gemma":[0.8105474,0.03615162,0.07808989,0.06084223,0.003666424,0.0002944021,0.0002831576,0.0002486818,0.009876271],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.009016589,"threshold_uncertainty_score":0.04768485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626257199494345,"score_gpt":0.3450694135766177,"score_spread":0.3288068415816742,"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."}}