{"id":"W4390169785","doi":"10.22374/cjgim.v18i4.706","title":"Admissions for Presumed Social Reasons: Epidemiology, Risk Factors, and Hospital Outcomes","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"Canadian Institutes of Health Research; Consortium canadien en neurodégénérescence associée au vieillissement","keywords":"Medicine; Population; Health care; Hospital admission","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008255623,0.0002171826,0.0003860338,0.002001624,0.0007568229,0.001030166,0.0004627716,0.000700801,0.001895408],"category_scores_gemma":[0.007125212,0.0001688465,0.0005039051,0.002946098,0.0006807412,0.0008769149,0.00113884,0.001090883,0.0002022411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001223197,"about_ca_system_score_gemma":0.001061011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01451451,"about_ca_topic_score_gemma":0.02073731,"domain_scores_codex":[0.9987245,0.0002942093,0.0001989347,0.0001242198,0.0004084831,0.0002496536],"domain_scores_gemma":[0.995997,0.0006410967,0.00232878,0.000060224,0.0003630421,0.0006098096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005828068,0.00004351069,0.9886442,0.0002176865,0.00008811516,0.0003059228,0.0003662773,0.00003393043,0.00003878392,0.0001879139,0.001426318,0.008589026],"study_design_scores_gemma":[0.000004282298,0.00003089981,0.9948941,0.0005918494,0.00003412052,0.001503445,0.001640911,0.0000823251,0.00001357495,0.0002700953,0.0009205895,0.00001377734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9278181,0.06031299,0.0002610904,0.004409313,0.0001647143,0.00008374594,0.001125158,0.00001327299,0.00581161],"genre_scores_gemma":[0.9783826,0.01982684,0.0002129615,0.0003548328,0.0002189598,0.00003740356,0.000776251,0.000005108928,0.0001850459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01451451,"threshold_uncertainty_score":0.02886003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1648455694388889,"score_gpt":0.4994373932005777,"score_spread":0.3345918237616888,"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."}}