{"id":"W2973658690","doi":"","title":"High use of acute care hospital services at age 50 or older.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Care Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada","funders":"","keywords":"Medicine; Odds; Multinomial logistic regression; Logistic regression; Demography; Overweight; Population; Health care; Comorbidity; Odds ratio; Gerontology; Environmental health; Body mass index; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000232828,0.0001971822,0.0004372757,0.00005439069,0.001231497,0.0000371275,0.0006131411,0.0002838804,0.0001786593],"category_scores_gemma":[0.0001818517,0.0001533371,0.00007840167,0.00006147534,0.0001047156,0.0004037505,0.0006785705,0.0002941675,0.000302124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003678943,"about_ca_system_score_gemma":0.0001008476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009090167,"about_ca_topic_score_gemma":0.007036577,"domain_scores_codex":[0.9976797,0.000166722,0.0005083104,0.0003484375,0.0003533339,0.0009435209],"domain_scores_gemma":[0.9973235,0.0002130782,0.0006354705,0.001151526,0.0003208816,0.0003555031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000783989,0.0001868757,0.8178673,0.00663888,0.0003153382,0.0004236176,0.03492716,0.000001529549,0.00002214903,0.0007781202,0.1149786,0.02307641],"study_design_scores_gemma":[0.0008459741,0.00004045637,0.9076561,0.0001858509,0.00006592459,8.699915e-7,0.001500653,7.788455e-7,0.00008476181,0.00003492776,0.08943294,0.0001507319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886316,0.0003049556,8.330678e-7,0.002170085,0.003229856,0.002618889,0.0005435014,0.0001279967,0.002372305],"genre_scores_gemma":[0.9865447,0.0001802877,0.000373954,0.0008781488,0.0003654682,0.001365967,0.00008382548,0.00003777981,0.01016987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0897888,"threshold_uncertainty_score":0.9975084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06588266115171407,"score_gpt":0.395453430171453,"score_spread":0.3295707690197389,"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."}}