{"id":"W3016746047","doi":"10.2217/fca-2019-0011","title":"Transcatheter Valve Replacement: A Revolution","year":2020,"lang":"en","type":"article","venue":"Future Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Percutaneous; Stenosis; valvular heart disease; Valve replacement; Aortic valve replacement; Intensive care medicine; Cardiology; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004195335,0.0001277554,0.0003772396,0.00002481331,0.00003823136,0.000003277951,0.00003511917,0.0001091326,0.0001634269],"category_scores_gemma":[0.00002316396,0.000102243,0.002281905,0.00009371404,0.00003006833,0.00002297571,0.00001545458,0.0001122313,0.0001565663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004427433,"about_ca_system_score_gemma":0.00003543048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000272283,"about_ca_topic_score_gemma":8.065528e-8,"domain_scores_codex":[0.9992124,0.0000589701,0.0001321131,0.0002978779,0.0001049647,0.0001936783],"domain_scores_gemma":[0.9994862,0.00001128057,0.00002867299,0.0002235612,0.00004895858,0.0002012918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002944491,0.0001076178,0.901049,0.000211985,0.009166982,0.0001336073,0.0009082611,0.00002830675,0.001327688,0.001653834,0.07470074,0.007767529],"study_design_scores_gemma":[0.003488933,0.001007468,0.8204312,0.00001806728,0.002770704,0.0001155423,0.000253711,0.0000178793,0.00006204149,0.00009843637,0.1715565,0.0001794406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347816,0.01527791,0.001286895,0.01822597,0.001954185,0.001260486,0.0002039187,0.0003347821,0.02667427],"genre_scores_gemma":[0.9931629,0.0002496461,0.0001050751,0.003147616,0.003032032,0.00003791012,0.0001862826,0.00001783126,0.00006073273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0968558,"threshold_uncertainty_score":0.4169349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452790338704244,"score_gpt":0.2949856728558735,"score_spread":0.2804577694688311,"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."}}