{"id":"W3114867314","doi":"10.1093/ehjqcco/qcaa094","title":"Predictors of cumulative cost for patients with severe aortic stenosis referred for surgical or transcatheter aortic valve replacement: a population-based study in Ontario, Canada","year":2020,"lang":"en","type":"article","venue":"European Heart Journal - Quality of Care and Clinical Outcomes","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Health Sciences Centre; University of Toronto; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"Ontario Ministry of Health and Long-Term Care; Heart and Stroke Foundation of Canada","keywords":"Stenosis; Medicine; Cardiology; Internal medicine; Aortic valve replacement; Aortic valve; Aortic valve stenosis; Population; Surgery; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005002015,0.0001746725,0.0009721452,0.00003704347,0.00006240128,0.00001191355,0.00005149979,0.00003248843,0.00003405233],"category_scores_gemma":[0.0006223937,0.0001116663,0.001368926,0.00006936923,0.0000311133,0.00004843237,0.00001439122,0.0001713114,1.413424e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001426133,"about_ca_system_score_gemma":0.0004845266,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0489296,"about_ca_topic_score_gemma":0.1005173,"domain_scores_codex":[0.9973202,0.0004289154,0.001345425,0.0002711701,0.0004556816,0.0001785697],"domain_scores_gemma":[0.9973015,0.001505389,0.0003766893,0.0001605303,0.0003309042,0.0003250311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01425412,0.0009718672,0.9811858,0.0001971281,0.00176596,0.000004017454,0.0009051215,0.00001953516,3.459727e-8,6.900949e-7,0.00005046577,0.000645242],"study_design_scores_gemma":[0.0237791,0.008744085,0.9645669,0.000149118,0.001532095,5.203405e-7,0.0009688082,0.00001244609,3.543065e-7,0.000001628141,0.0001276431,0.0001172721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974573,0.0000301087,0.00001007665,0.0002745711,0.0000922142,0.001811585,0.0002927609,0.000005539005,0.00002582222],"genre_scores_gemma":[0.999196,0.000003592796,0.0001270032,0.0004338229,0.0000386396,0.00001376703,0.0001369813,0.00002345886,0.00002675147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05158769,"threshold_uncertainty_score":0.9574037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1057421818416612,"score_gpt":0.4258140063368451,"score_spread":0.320071824495184,"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."}}