{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002077758,0.0003144513,0.001165289,0.0003498858,0.0001529178,0.00006366845,0.00004657064,0.0001966043,0.0002741314],"category_scores_gemma":[0.000901447,0.0003025612,0.007361662,0.000248554,0.0001964178,0.0003510114,0.00007243542,0.0006835692,0.00003807952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005458048,"about_ca_system_score_gemma":0.0002119097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001201886,"about_ca_topic_score_gemma":0.000004228254,"domain_scores_codex":[0.9977301,0.0002851446,0.000445888,0.0005612122,0.0005574527,0.0004202245],"domain_scores_gemma":[0.9959929,0.002775286,0.000101675,0.0005461632,0.0003142334,0.0002697665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003297595,0.0002795524,0.3978737,0.0002425451,0.01571939,0.0007840448,0.000133521,0.000002096001,0.004012575,0.0001285956,0.01097036,0.566556],"study_design_scores_gemma":[0.0006422406,0.00009360872,0.7463496,0.0005928092,0.002935501,0.004163749,0.0004292611,0.00004807446,0.02262519,0.0001907934,0.2209514,0.000977806],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985598,0.0050934,0.0004782072,0.000268749,0.003746001,0.0002879975,0.00002082507,0.0002466626,0.004260137],"genre_scores_gemma":[0.9979487,0.0002408046,0.0003926299,0.0002423504,0.0008114966,0.00008555492,0.0001262998,0.0000518068,0.0001003284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5655782,"threshold_uncertainty_score":0.9999427,"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."}}