{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.003497253,0.0001802583,0.0007271856,0.0004251157,0.001323628,0.000006555729,0.0002593604,0.0002569953,0.0008392129],"category_scores_gemma":[0.02411358,0.000116749,0.0001264683,0.0001488994,0.0001999502,0.0001854118,0.00003393605,0.001175503,0.00002905723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001844768,"about_ca_system_score_gemma":0.001475016,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06548993,"about_ca_topic_score_gemma":0.05542056,"domain_scores_codex":[0.9970638,0.0008471832,0.001040306,0.0001765378,0.0001486559,0.0007235196],"domain_scores_gemma":[0.9919863,0.004595527,0.001136182,0.0001135811,0.0003355163,0.001832945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004667311,0.000006312929,0.6015551,0.00007988505,0.00009372865,0.0000264006,0.003793469,0.000001324603,0.000006952164,0.0007371857,0.3925932,0.001059769],"study_design_scores_gemma":[0.00128216,0.0006048325,0.7386644,0.0004784731,0.000121169,0.00001041514,0.004028993,0.00008985946,0.000001771038,0.003161856,0.2514484,0.000107639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8724958,0.001506953,0.0002053473,0.1197782,0.004603942,0.0004449745,0.0001897006,0.00002087646,0.0007542376],"genre_scores_gemma":[0.9727866,0.001545293,0.000922428,0.00626918,0.005425064,0.00003145258,0.00003826922,0.00004152778,0.0129402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1411448,"threshold_uncertainty_score":0.9999765,"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."}}