{"id":"W6886097351","doi":"10.14288/1.0412183","title":"Unplanned Hospital Readmissions in British Columbia","year":2022,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hospital readmission; Public health; Affect (linguistics); Health care; Hospital system; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004440294,0.0003221956,0.0004160421,0.001350442,0.003800513,0.001526046,0.001665066,0.000704211,0.006392378],"category_scores_gemma":[0.002595335,0.0004170806,0.0003876282,0.002873132,0.0003989789,0.0004186125,0.001021023,0.0018226,0.0006043046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03182284,"about_ca_system_score_gemma":0.04543061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9960499,"about_ca_topic_score_gemma":0.9986514,"domain_scores_codex":[0.9991639,0.00007205262,0.00007615923,0.00008642457,0.0002664309,0.0003350955],"domain_scores_gemma":[0.9960355,0.0002367598,0.0004605072,0.00008636111,0.001837001,0.001343902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002591324,0.0002298439,0.8972622,0.0002785818,0.0001307503,0.001189347,0.001823523,0.0005797514,0.0003744101,0.0006035332,0.05415328,0.0431158],"study_design_scores_gemma":[0.00003638811,0.00003660624,0.9876659,0.0003245477,0.00004040412,0.0003126606,0.003370586,0.0006323741,0.00008324724,0.00009707356,0.007342929,0.00005725177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451522,0.005883957,0.0001893854,0.007161311,0.0002362079,0.0001346755,0.01814945,0.00008044444,0.02301246],"genre_scores_gemma":[0.9790378,0.003692227,0.0002896693,0.002056022,0.00004763696,0.00007025953,0.005842848,0.00004224294,0.008921323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03182284,"threshold_uncertainty_score":0.230892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007538004910028566,"score_gpt":0.1859074797641491,"score_spread":0.1783694748541205,"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."}}