{"id":"W2579360542","doi":"10.21037/acs.2017.01.03","title":"Cost effectiveness of robotic mitral valve surgery","year":2017,"lang":"en","type":"article","venue":"Annals of Cardiothoracic Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Medicine; Robotic surgery; Perioperative; Surgery; Gold standard (test); Operations management; Radiology; Engineering","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_broad"],"consensus_categories":[],"category_scores_codex":[0.001762645,0.000257996,0.001895663,0.0002599125,0.0001203075,0.00003020742,0.000108193,0.0001291672,0.00003390363],"category_scores_gemma":[0.001581587,0.000233661,0.01160576,0.0001371263,0.0002677373,0.000201081,0.00006680014,0.0001031192,0.0000158152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002806436,"about_ca_system_score_gemma":0.0003361844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001915332,"about_ca_topic_score_gemma":4.809837e-7,"domain_scores_codex":[0.9978793,0.0003126291,0.0005275703,0.0003409902,0.0005329481,0.0004066252],"domain_scores_gemma":[0.9953089,0.0021992,0.0004921269,0.001197583,0.0005306357,0.0002714981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001165448,0.000298863,0.961002,0.001245691,0.006422967,0.0001211365,0.00001622695,0.00004434272,0.0001850022,0.0000186678,0.00168918,0.02779047],"study_design_scores_gemma":[0.0003070927,0.00004502583,0.9816315,0.001180197,0.00149982,0.0000256989,0.00002091076,0.000003777739,0.01485534,0.00007253193,0.0001779758,0.0001801299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895166,0.006787129,0.00008175322,0.0001140968,0.000944647,0.0004632748,0.0001021255,0.00003084888,0.001959564],"genre_scores_gemma":[0.9984812,0.001030164,0.00002220186,0.00005925529,0.00018324,0.00004270397,0.0000874484,0.00004408305,0.00004971638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02761034,"threshold_uncertainty_score":0.9982927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1591174772195238,"score_gpt":0.4526895225380475,"score_spread":0.2935720453185237,"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."}}