{"id":"W2891262184","doi":"10.23889/ijpds.v3i4.661","title":"Validating Self-reported Chronic Conditions in Alberta’s Tomorrow Project Cohort: Data Linkage to Administrative Healthcare Data","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Alberta Health; University of Alberta","funders":"","keywords":"Medicine; Cohort; Cirrhosis; Diabetes mellitus; Cancer; Chronic liver disease; Colorectal cancer; Health care; Disease; Internal medicine; Ulcerative colitis; Cohort study","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":[0.01512843,0.0006492962,0.0006064426,0.003338338,0.002827295,0.002341429,0.002899271,0.0006874753,0.002989383],"category_scores_gemma":[0.02398583,0.0005855695,0.0009517885,0.006870467,0.0008183363,0.0004108622,0.002280808,0.0008258593,0.0005670551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01292744,"about_ca_system_score_gemma":0.03672006,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9517429,"about_ca_topic_score_gemma":0.9516666,"domain_scores_codex":[0.9858436,0.003288987,0.001064612,0.001450502,0.007018553,0.001333788],"domain_scores_gemma":[0.9858327,0.001536307,0.002166464,0.002439281,0.006946897,0.001078374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002320373,0.0001123032,0.9569744,0.0001831337,0.0003905283,0.00008316246,0.0006043146,0.0008834521,0.000352444,0.0009078657,0.02655666,0.01271973],"study_design_scores_gemma":[0.00009397855,0.00004383745,0.9795999,0.0001756455,0.0001518277,0.00005206034,0.0005990415,0.001374875,0.0003322932,0.0002128065,0.01733415,0.000029509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6790602,0.001508042,0.01505388,0.002981495,0.000349128,0.008282504,0.266984,0.0003723494,0.02540851],"genre_scores_gemma":[0.7460026,0.001068871,0.03794204,0.00206829,0.0001802963,0.008250661,0.1940055,0.0001023181,0.0103795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04825705,"threshold_uncertainty_score":0.09708244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2802972221484328,"score_gpt":0.532508406516352,"score_spread":0.2522111843679192,"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."}}