{"id":"W4321483129","doi":"10.1016/j.jcin.2023.01.006","title":"Computational Modeling to Guide Structural Heart Interventions","year":2023,"lang":"en","type":"letter","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Computer science; Psychological intervention; Medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002460533,0.0005427799,0.0007536555,0.0004345273,0.000899437,0.002239444,0.001265756,0.006792354,0.01157043],"category_scores_gemma":[0.02690406,0.0003596163,0.001030414,0.0002034493,0.001304951,0.001342423,0.001295492,0.01277861,0.005316949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001413721,"about_ca_system_score_gemma":0.002562814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004100839,"about_ca_topic_score_gemma":0.006293321,"domain_scores_codex":[0.9987481,0.0007056352,0.000077013,0.00008202707,0.0003128676,0.00007428663],"domain_scores_gemma":[0.9872503,0.01000319,0.0002791898,0.0006120813,0.001356983,0.000498234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007988499,0.00008522206,0.0009457255,0.0001057298,0.00006885038,0.0004466118,0.00007337891,0.00829455,0.0001885187,0.05237348,0.8734196,0.06391842],"study_design_scores_gemma":[0.0002994569,0.00007397014,0.0004965092,0.0006201227,0.00006728573,0.0005883013,0.0001733468,0.0654224,0.0004141302,0.4127561,0.5190294,0.00005890561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.000783735,0.001856098,0.01787876,0.950188,0.01544861,0.00002581685,0.0003119447,0.000222121,0.01328481],"genre_scores_gemma":[0.1161642,0.01249304,0.05550368,0.6685763,0.1070427,0.0005125127,0.001009194,0.0007987202,0.03789975],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01157043,"threshold_uncertainty_score":0.0387069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07246217832523166,"score_gpt":0.4085142100527396,"score_spread":0.3360520317275079,"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."}}