{"id":"W4407573277","doi":"10.1117/12.3048975","title":"Off pump coronary artery bypass graft surgical simulation development","year":2025,"lang":"en","type":"article","venue":"","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Robarts Clinical Trials","funders":"","keywords":"Artery; Medicine; Cardiology; Surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002340057,0.0004784464,0.0002076567,0.0002169398,0.0001496068,0.00057915,0.000998361,0.0006770074,0.008348614],"category_scores_gemma":[0.0005469517,0.0001795624,0.0004902451,0.00009934049,0.0002470291,0.0003081441,0.0007360917,0.0004138316,0.001437034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001716159,"about_ca_system_score_gemma":0.000465471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006991846,"about_ca_topic_score_gemma":0.000701652,"domain_scores_codex":[0.9997849,0.00003286831,0.000009922915,0.00002892083,0.0001229542,0.00002044231],"domain_scores_gemma":[0.9997799,0.00007535572,0.00002198358,0.00003183721,0.00005421802,0.00003679555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007784075,0.0007812146,0.01033666,0.0009622349,0.00009862422,0.001177732,0.0004636179,0.474371,0.2257454,0.02089982,0.01870928,0.2456762],"study_design_scores_gemma":[0.00008517694,0.0007954792,0.003473022,0.0000791518,0.0000540102,0.0009071861,0.0000914825,0.8622819,0.05549021,0.003643651,0.07304157,0.00005714977],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2154549,0.001041437,0.7045533,0.0008561811,0.0006110925,0.0005867893,0.002037914,0.004816191,0.07004227],"genre_scores_gemma":[0.7527016,0.0018723,0.2152677,0.0003770405,0.00008652121,0.0007435899,0.002680985,0.0004424686,0.02582778],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008348614,"threshold_uncertainty_score":0.02792889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394651319160448,"score_gpt":0.2881029456365792,"score_spread":0.2741564324449747,"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."}}