{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004287374,0.0006163577,0.001580823,0.0008759685,0.0002986485,0.0001904026,0.0002785387,0.0004738545,0.0006382403],"category_scores_gemma":[0.0002515112,0.0006181434,0.06065464,0.00060955,0.00005570265,0.0001256668,0.0003619707,0.001102646,0.002405904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006096686,"about_ca_system_score_gemma":0.0001989745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005742215,"about_ca_topic_score_gemma":0.00001511766,"domain_scores_codex":[0.9954926,0.0002576803,0.001194122,0.001067793,0.001314328,0.0006734721],"domain_scores_gemma":[0.9973685,0.00008282641,0.0001301214,0.001429253,0.0006562333,0.0003330994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002177073,0.00009835967,0.00074915,0.001826187,0.03922057,0.000527833,0.00003598498,0.04990989,4.310576e-7,0.00002902583,0.9061469,0.001433934],"study_design_scores_gemma":[0.005668478,0.0007321288,0.03828374,0.01618037,0.06904622,0.0009795101,0.0002631498,0.01101884,0.000003431718,0.001670087,0.8540471,0.00210699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02553615,0.06784407,0.1937866,0.6537312,0.02129041,0.01475804,0.01238357,0.003953677,0.00671629],"genre_scores_gemma":[0.3185216,0.0004441607,0.02627107,0.4358374,0.03213486,0.006138368,0.08808208,0.00238321,0.09018732],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2929854,"threshold_uncertainty_score":0.999627,"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."}}