{"id":"W4412653191","doi":"10.1097/cm9.0000000000003599","title":"Impact of early detection and management of emotional distress on length of stay in non-psychiatric inpatients: A retrospective hospital-based cohort study","year":2025,"lang":"en","type":"article","venue":"Chinese Medical Journal","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Retrospective cohort study; Emotional distress; Psychiatry; Medicine; Distress; Psychiatric hospital; Cohort; Psychological distress; Clinical psychology; Psychology; Emergency medicine; Mental health; Anxiety; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004651639,0.0001362589,0.0003616424,0.0003782033,0.00005567605,0.000006099736,0.0001420514,0.0000711907,0.0002153364],"category_scores_gemma":[0.00003890869,0.00009030061,0.00009283041,0.0005315068,0.00007925075,0.00005195741,0.00003464807,0.0002846311,7.75647e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001683362,"about_ca_system_score_gemma":0.00003648518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004079833,"about_ca_topic_score_gemma":0.00005188687,"domain_scores_codex":[0.9983373,0.0001420685,0.0006055941,0.0001904962,0.0005695529,0.0001550184],"domain_scores_gemma":[0.9992608,0.00007693405,0.0003332388,0.0001435266,0.00007749253,0.0001080424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008769088,0.005302016,0.9746659,0.0001029853,0.0003813489,0.00003277439,0.0004002002,0.00000574359,0.000002002717,0.00003238732,0.00002034087,0.01817733],"study_design_scores_gemma":[0.005736508,0.003973962,0.989329,0.0003101198,0.00005481481,0.000002205372,0.0001746304,0.00009023699,0.00000625084,0.0002681827,1.625476e-7,0.00005392224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974334,0.00009304198,0.0002196796,0.00005631036,0.0006472199,0.0007554418,0.00002332047,0.000003450053,0.0007681818],"genre_scores_gemma":[0.9998261,0.00003910578,0.00002346007,0.000009983576,0.00004025532,0.00002772328,0.000004700949,0.000006428646,0.00002229743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01812341,"threshold_uncertainty_score":0.3682352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00586359270233149,"score_gpt":0.3543308288904833,"score_spread":0.3484672361881518,"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."}}