{"id":"W2006854082","doi":"10.12927/hcq.2011.22486","title":"Using Linked Health Administrative Data to Assess the Clinical and Healthcare System Impact of Chronic Diseases in Ontario","year":2011,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Ottawa; Institute for Clinical Evaluative Sciences","funders":"","keywords":"Health care; Health administration; Healthcare system; Medicine; Best practice; Nursing; Business; Family medicine; Public health; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002327821,0.0002991023,0.0003798472,0.002395916,0.001455723,0.00170975,0.0009873798,0.0004081904,0.001317219],"category_scores_gemma":[0.01630278,0.0004126594,0.0007280587,0.007599541,0.0006543716,0.000834625,0.00154821,0.0006834714,0.0001466537],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03863058,"about_ca_system_score_gemma":0.04251662,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9922091,"about_ca_topic_score_gemma":0.995152,"domain_scores_codex":[0.9970093,0.0005864425,0.0002951672,0.0002942369,0.001292038,0.0005228121],"domain_scores_gemma":[0.9880635,0.002402045,0.003800865,0.0005236435,0.00393421,0.001275714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001070045,0.00004566321,0.992048,0.00005918875,0.0001619778,0.00003851052,0.0009527779,0.0005416756,0.00008843993,0.0002078893,0.001671565,0.004077354],"study_design_scores_gemma":[0.00001540968,0.00001509803,0.9971176,0.00002175659,0.00004751887,0.000007795026,0.0007558824,0.0007672603,0.00003456069,0.0000403354,0.001169493,0.000007237892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824411,0.0003972357,0.000265119,0.001022342,0.00001601626,0.00007736068,0.01289321,0.00002101323,0.002866506],"genre_scores_gemma":[0.9923708,0.0003077766,0.0004266074,0.00008836956,0.00001125351,0.00004299427,0.005873924,0.000006207583,0.0008719418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9613694,"threshold_uncertainty_score":0.2802858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7826850372532819,"score_gpt":0.6009993165048779,"score_spread":0.1816857207484039,"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."}}