{"id":"W4206929770","doi":"10.1002/pul2.12040","title":"Using health administrative data to identify patients with pulmonary hypertension: A single center, proof of concept validation study in Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"Pulmonary Circulation","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Proof of concept; Pulmonary hypertension; Center (category theory); Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007848226,0.0006999462,0.0009406844,0.001241686,0.005402927,0.002308545,0.002365612,0.0008183788,0.001396274],"category_scores_gemma":[0.01618735,0.0007454402,0.001041311,0.003218618,0.001656885,0.0007891449,0.001316127,0.001083966,0.0004295357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04478197,"about_ca_system_score_gemma":0.0735695,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9925025,"about_ca_topic_score_gemma":0.9949815,"domain_scores_codex":[0.9934058,0.001220676,0.0004303256,0.0007751292,0.003079474,0.001088526],"domain_scores_gemma":[0.9686126,0.003121376,0.003246243,0.001724936,0.02096809,0.002326788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002638266,0.0002844157,0.989085,0.0001056584,0.0001570393,0.000215092,0.001875974,0.0002434775,0.00040551,0.0001553899,0.002507966,0.004700575],"study_design_scores_gemma":[0.0001533283,0.0001359224,0.994229,0.00007711389,0.000104551,0.0001051226,0.001495145,0.001285855,0.0002036617,0.0000370524,0.002144958,0.00002827591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865872,0.0004991978,0.001269239,0.0006119473,0.00004311708,0.001295601,0.006347593,0.00003835848,0.003307626],"genre_scores_gemma":[0.989207,0.0004816016,0.002771245,0.0007309688,0.00003088213,0.0005760544,0.004655682,0.00003321679,0.001513478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04478197,"threshold_uncertainty_score":0.3249174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1812916439306529,"score_gpt":0.3579718198200659,"score_spread":0.1766801758894131,"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."}}