{"id":"W2137222841","doi":"10.1510/icvts.2010.255240","title":"Beating heart versus conventional mitral valve surgery","year":2010,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cardiology; Internal medicine; Mitral valve","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006766449,0.0001767859,0.000339334,0.0001873769,0.00008832078,0.0002836258,0.0001508358,0.0002071844,0.001622427],"category_scores_gemma":[0.002250025,0.00005436123,0.0002119654,0.0001821216,0.0002282497,0.0002838327,0.0002498542,0.000233093,0.0001312311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199828,"about_ca_system_score_gemma":0.0001661471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001142797,"about_ca_topic_score_gemma":0.0003201499,"domain_scores_codex":[0.9996181,0.00007360183,0.00005077579,0.00008288214,0.0001119489,0.00006279914],"domain_scores_gemma":[0.9980502,0.0005997645,0.0007766505,0.00007260131,0.00008128247,0.0004195256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0103434,0.0007768841,0.8978581,0.0003382259,0.0004824184,0.0006746096,0.0001801401,0.0002201749,0.006043644,0.0001055472,0.0002614854,0.08271535],"study_design_scores_gemma":[0.0007020439,0.01704257,0.9768565,0.00006523271,0.000174369,0.003269579,0.0002263885,0.0004091941,0.0006022948,0.00008763568,0.0005509082,0.00001328264],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988804,0.0007854224,0.00006782789,0.00001789996,0.00002149667,0.000004881247,0.0000194251,0.000001621029,0.0002008591],"genre_scores_gemma":[0.9993489,0.000248305,0.0001547075,0.00003255733,0.00007839379,0.00000516423,0.00006343965,7.888245e-7,0.00006764499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001622427,"threshold_uncertainty_score":0.005427599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821036195523239,"score_gpt":0.3097301808815597,"score_spread":0.2815198189263273,"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."}}