{"id":"W4413414109","doi":"10.1176/appi.ps.20250120","title":"Outcomes of Virtual Versus Physical Psychiatric Admissions: A Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Medicine; Retrospective cohort study; Hazard ratio; Odds ratio; Cohort; Confounding; Telepsychiatry; Psychiatry; Cohort study; Emergency medicine; Health care; Confidence interval; Telemedicine; 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":[0.0003113691,0.0002464241,0.0007382557,0.0005892826,0.0001462439,0.00001130041,0.0002001208,0.00007071803,0.0001750778],"category_scores_gemma":[0.0001005817,0.0001921066,0.000160116,0.001820437,0.00002498684,0.00009747511,0.00006469971,0.0002478845,0.00002070744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000992959,"about_ca_system_score_gemma":0.0003110487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008221432,"about_ca_topic_score_gemma":0.0002192042,"domain_scores_codex":[0.9978307,0.00007857568,0.0006589401,0.0004777866,0.0006446601,0.000309358],"domain_scores_gemma":[0.9985424,0.0001894536,0.0003044373,0.0005296819,0.0002237283,0.0002102613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008768499,0.001941529,0.9906563,0.0002411435,0.0005129862,0.00000257229,0.0007385315,6.697041e-7,0.00001735765,0.001133197,0.00196646,0.00191242],"study_design_scores_gemma":[0.009542857,0.003243846,0.978696,0.00001685129,0.001219948,0.000001665609,0.0056533,0.00008849806,0.0000186913,0.0007000886,0.0006890119,0.0001292259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880787,0.0003549459,0.00004664961,0.003745804,0.001859736,0.001826861,0.00001732645,0.0001187569,0.003951233],"genre_scores_gemma":[0.9973325,0.0000579363,0.0006528893,0.0011477,0.0003719767,0.000111819,0.00003813809,0.00002005664,0.0002669648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01196027,"threshold_uncertainty_score":0.783388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01430766473143552,"score_gpt":0.3739447284676585,"score_spread":0.359637063736223,"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."}}