{"id":"W4293795619","doi":"10.1016/j.jacadv.2022.100073","title":"Readmission Prediction in TAVI","year":2022,"lang":"en","type":"editorial","venue":"JACC Advances","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Internal medicine","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":[0.008163053,0.003487065,0.007154363,0.003842887,0.00167717,0.006174412,0.003146102,0.01111801,0.01601646],"category_scores_gemma":[0.05012265,0.00124254,0.004096189,0.002231519,0.001045888,0.00244132,0.001353848,0.01661623,0.006498966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002519978,"about_ca_system_score_gemma":0.004711869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005133879,"about_ca_topic_score_gemma":0.01192154,"domain_scores_codex":[0.9951406,0.001416347,0.0009168218,0.0006070375,0.001600075,0.0003191865],"domain_scores_gemma":[0.9684115,0.01730871,0.001317178,0.00049343,0.010044,0.002425189],"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":[0.0001894471,0.00002031408,0.0003133258,0.0007561706,0.0001688483,0.0001329206,0.0000103003,0.00006507532,0.00001974741,0.000200402,0.9857892,0.01233425],"study_design_scores_gemma":[0.003363544,0.0003804967,0.01396729,0.01946192,0.005508174,0.001267533,0.0003264618,0.005120608,0.0003145929,0.005760432,0.9441777,0.0003513499],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001900895,0.01605426,0.0002102776,0.05984797,0.9199933,0.00005546488,0.0006049978,0.00009339624,0.002950236],"genre_scores_gemma":[0.002045477,0.008150435,0.0002420436,0.01966118,0.9663985,0.00008642711,0.0002873885,0.00004229958,0.003086204],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01601646,"threshold_uncertainty_score":0.0535804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006763117903861353,"score_gpt":0.3588013397352767,"score_spread":0.3520382218314153,"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."}}