{"id":"W2051654750","doi":"10.1016/s0003-4975(00)01738-0","title":"A comparison of robot-assisted versus manually constructed endoscopic coronary anastomosis","year":2000,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; London Health Sciences Centre","funders":"Intuitive Surgical","keywords":"Medicine; Anastomosis; Artery; Surgery; Fibrous joint; Visualization; Radiology; Artificial intelligence; Computer 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009280646,0.000237665,0.001174502,0.0002106636,0.00007589985,0.000008868301,0.0001761158,0.0001308842,0.001649968],"category_scores_gemma":[0.0001440586,0.0001840749,0.0006381932,0.0005392343,0.0004050316,0.0001042576,0.00005271917,0.0002158987,0.00002092321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001798707,"about_ca_system_score_gemma":0.0001935444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001367957,"about_ca_topic_score_gemma":0.000006645908,"domain_scores_codex":[0.9977009,0.0003572477,0.0008440291,0.0002533249,0.0004987422,0.0003457636],"domain_scores_gemma":[0.9970906,0.001438271,0.000356359,0.0007291323,0.000259662,0.0001260055],"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":[0.007471176,0.0003761121,0.1363143,0.0001708883,0.0004676591,0.00004600978,0.000134728,0.000009622574,0.003111982,0.00002941138,0.01402261,0.8378455],"study_design_scores_gemma":[0.0003153514,0.0004470297,0.8236248,0.0006630213,0.0003687842,0.0001076366,0.0004652505,0.00006481883,0.1669492,0.00009438294,0.006644306,0.0002553209],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880396,0.002671068,0.00001950172,0.001275397,0.0002593373,0.0003010041,0.00004207423,0.0001389951,0.007253089],"genre_scores_gemma":[0.9978538,0.001020947,0.0002906052,0.0002738178,0.00006667521,0.00002380349,0.00006891789,0.00002913517,0.0003722617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8375902,"threshold_uncertainty_score":0.9992626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1393441420286373,"score_gpt":0.4204957050661234,"score_spread":0.2811515630374861,"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."}}