{"id":"W2080672612","doi":"10.1176/appi.psy.48.1.38","title":"Short-Term Stability of Diagnoses of Major and Minor Depression in Older Medical Inpatients","year":2007,"lang":"en","type":"article","venue":"Psychosomatics","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Mary's Hospital; McGill University","funders":"","keywords":"Depression (economics); Comorbidity; Medicine; Medical diagnosis; Mood; Major depressive episode; Psychiatry; Severity of illness; Mood disorders; Depressive symptoms; Pediatrics; Cognition; Anxiety","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":[],"consensus_categories":[],"category_scores_codex":[0.00029932,0.0000851458,0.0002594336,0.0001153051,0.00001091308,0.000002055672,0.00006018818,0.00008281259,0.000123205],"category_scores_gemma":[0.0003664063,0.00006122881,0.00003292063,0.0001354296,0.0001181743,0.00002884349,0.00003915064,0.0001010259,0.000001300251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002547585,"about_ca_system_score_gemma":0.00004687247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003356251,"about_ca_topic_score_gemma":0.0002161067,"domain_scores_codex":[0.99869,0.00002957807,0.0004156475,0.0001420287,0.000549465,0.0001732635],"domain_scores_gemma":[0.9991226,0.000316189,0.00005670784,0.0002419662,0.00006013558,0.0002024379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009654267,0.001572867,0.9608226,0.0004036719,0.00003072602,0.00003454796,0.0004513066,1.471975e-8,0.0005880591,0.00001801317,0.00002452727,0.03508827],"study_design_scores_gemma":[0.00339499,0.0002217643,0.9759766,0.0005617831,0.00002353734,0.000009112555,0.0001121291,0.00003978211,0.01946678,0.0001497257,0.000001768509,0.00004207108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985425,0.0005168387,0.00009231206,0.0001123065,0.00004879678,0.0004326811,0.000008606088,0.000006929772,0.000239006],"genre_scores_gemma":[0.9967996,0.0001309795,0.003002138,0.00001518129,0.00001778455,0.00001299873,0.00000990799,0.000007518201,0.000003905528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0350462,"threshold_uncertainty_score":0.2496839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02507803327839079,"score_gpt":0.348190218162335,"score_spread":0.3231121848839442,"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."}}