{"id":"W4313456155","doi":"10.21037/jovs-22-41","title":"The current role and future perspectives of minimally invasive coronary artery bypass grafting","year":2023,"lang":"en","type":"article","venue":"Journal of Visualized Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto General Hospital; University Health Network","funders":"","keywords":"Bypass grafting; Artery; Grafting; Medicine; Cardiology; Internal medicine; Materials science","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":[0.001810888,0.0001695499,0.0007127929,0.000358304,0.0001224231,0.00002654503,0.00007669684,0.00006833904,0.00002012823],"category_scores_gemma":[0.0004150217,0.0001127286,0.0005816544,0.0003816261,0.0001591986,0.0001606204,0.00006374035,0.0003519382,0.000002320773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005022501,"about_ca_system_score_gemma":0.0004055444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002684989,"about_ca_topic_score_gemma":0.00000158041,"domain_scores_codex":[0.9980999,0.000237267,0.000760994,0.0001521408,0.000492345,0.0002573513],"domain_scores_gemma":[0.9966551,0.002016217,0.0005899746,0.0001765222,0.0004174381,0.0001447216],"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":[0.003660402,0.0003478796,0.2456478,0.0002169802,0.001066236,0.001066419,0.004194335,5.634577e-7,0.02004141,0.0002654894,0.03322726,0.6902652],"study_design_scores_gemma":[0.001039397,0.0004848766,0.8818706,0.0008131323,0.0003264999,0.001885388,0.02532187,0.0000242057,0.004250844,0.0007044489,0.0830086,0.0002701934],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683931,0.02860274,0.000008361983,0.001872114,0.0006838139,0.0001423857,0.000007801018,0.00004742898,0.0002422043],"genre_scores_gemma":[0.9579036,0.04105257,0.00006492399,0.00006796598,0.0008089536,0.000007717751,0.000005846475,0.00002540877,0.00006297623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.689995,"threshold_uncertainty_score":0.459694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01803687073443022,"score_gpt":0.3269617710733995,"score_spread":0.3089249003389693,"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."}}