{"id":"W2045700453","doi":"10.1053/stcs.2002.31893","title":"Current status and future directions in computer-enhanced video- and robotic-assisted coronary bypass surgery","year":2002,"lang":"en","type":"review","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Revascularization; Anastomosis; Coronary artery bypass surgery; Surgery; Artery; Bypass surgery; Cardiology; Myocardial infarction","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_narrow"],"consensus_categories":[],"category_scores_codex":[0.002560731,0.0009713252,0.00648621,0.001483406,0.0001434693,0.00008469111,0.00007738447,0.0007357139,0.00002343812],"category_scores_gemma":[0.0001031333,0.0009058979,0.002477628,0.001263532,0.0002966838,0.0002260841,0.0002361417,0.00119001,0.000003301318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002574309,"about_ca_system_score_gemma":0.000337438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007708283,"about_ca_topic_score_gemma":0.00001422759,"domain_scores_codex":[0.9944724,0.001282993,0.001348467,0.001412315,0.0006142798,0.0008695227],"domain_scores_gemma":[0.9966352,0.001620128,0.0002858023,0.0009356334,0.00009109406,0.0004321385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006057729,0.000155933,0.010857,0.01054218,0.0009599113,0.001094231,0.00008613624,0.000001115804,1.588023e-7,0.000002570209,0.0009599778,0.9752802],"study_design_scores_gemma":[0.0001889884,0.00003788252,0.04274694,0.03051036,0.002211716,0.002868882,0.00008589624,0.00001486049,0.00000114383,0.00001064318,0.9204202,0.0009024847],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005105087,0.9918813,0.0001771611,0.00003421112,0.001521032,0.0009088145,0.00004794834,0.0001783076,0.0001462071],"genre_scores_gemma":[0.002870694,0.9953164,0.0002380324,0.00003180769,0.0006507352,0.0003761153,0.0003303387,0.0001297441,0.00005609798],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9743777,"threshold_uncertainty_score":0.9993392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03053494322495456,"score_gpt":0.3026743644357988,"score_spread":0.2721394212108442,"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."}}