{"id":"W2132455635","doi":"10.1109/memb.2003.1237514","title":"Evaluating optical stabilization of the beating heart","year":2003,"lang":"en","type":"article","venue":"IEEE Engineering in Medicine and Biology Magazine","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of Waterloo","keywords":"Illusion; Bypass grafting; Fibrous joint; Artery; Test (biology); Computer science; Biomedical engineering; Medicine; Computer vision; Surgery; Simulation; Medical physics; Psychology; Cognitive psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006312722,0.00007863703,0.0002350284,0.00007449698,0.00001899066,0.000001137484,0.00002358,0.00006718237,0.00006011393],"category_scores_gemma":[0.001834217,0.00004702203,0.00002375443,0.0002537662,0.00009064354,0.00001482408,0.000007890799,0.0001564191,9.380326e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001318984,"about_ca_system_score_gemma":0.00001906917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003154456,"about_ca_topic_score_gemma":0.000001430275,"domain_scores_codex":[0.9993526,0.00004492813,0.0002670736,0.0001242608,0.00008122703,0.0001299403],"domain_scores_gemma":[0.9994249,0.0003561649,0.0000335474,0.00009578187,0.00004455337,0.00004509983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008619464,0.00009746719,0.6228358,0.000261358,0.00004702384,0.000005584709,0.0006972369,0.01882009,0.3369042,0.008930811,0.00006240133,0.0112519],"study_design_scores_gemma":[0.01735697,0.001952373,0.7589211,0.001511031,0.0001643516,0.0001834024,0.0003201526,0.1933248,0.01399763,0.000452261,0.01146766,0.0003482725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960759,0.0002324351,0.001015522,0.000525247,0.000176334,0.0001457031,2.637542e-7,0.00001885612,0.001809774],"genre_scores_gemma":[0.9979249,0.0000131597,0.00173968,0.0002053137,0.0000707409,0.000004238909,0.00000274052,0.000006904813,0.00003237318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3229066,"threshold_uncertainty_score":0.2195862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09290320290356602,"score_gpt":0.3750858391695403,"score_spread":0.2821826362659743,"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."}}