{"id":"W2409274619","doi":"","title":"Coding of heart failure diagnoses in Saskatchewan: a validation study of hospital discharge abstracts.","year":2011,"lang":"en","type":"article","venue":"PubMed","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medical diagnosis; Medicine; Framingham Risk Score; Heart failure; Population; Cohort; Framingham Heart Study; Medical record; Emergency medicine; Family medicine; Demography; Disease; Internal medicine; Environmental health","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002203115,0.0005746736,0.0003448866,0.002318126,0.001464576,0.001010719,0.001257289,0.0004340697,0.002193897],"category_scores_gemma":[0.008266679,0.00057585,0.0004423521,0.005041595,0.0006647916,0.0005567555,0.001803933,0.0006826291,0.0008780399],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01108442,"about_ca_system_score_gemma":0.01429646,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8350855,"about_ca_topic_score_gemma":0.8992487,"domain_scores_codex":[0.9982234,0.000446171,0.0002543178,0.0003162318,0.0005055867,0.0002542904],"domain_scores_gemma":[0.9906826,0.00166954,0.002142654,0.001006339,0.003615647,0.0008832577],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001073694,0.00005058972,0.9930583,0.00004510869,0.00006562498,0.0001612836,0.001011448,0.0000825788,0.0004705178,0.00003951653,0.001294409,0.003613201],"study_design_scores_gemma":[0.0000252464,0.00002541753,0.9975874,0.00002654402,0.00002075463,0.00009212879,0.0008999918,0.0002297646,0.0001022644,0.00002411326,0.0009550456,0.00001118664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877263,0.0002883355,0.0004534871,0.0001831482,0.00002066642,0.0002823958,0.009905121,0.00001890473,0.001121643],"genre_scores_gemma":[0.9845962,0.0004673687,0.001166774,0.0004375623,0.00001293356,0.0004255301,0.01144702,0.00001757283,0.001428972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9977969,"threshold_uncertainty_score":0.3317715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03107216550029067,"score_gpt":0.2455247339487079,"score_spread":0.2144525684484172,"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."}}