{"id":"W4417099051","doi":"10.1007/s11517-025-03484-x","title":"Assessment of surgical proficiency based on evaluating muscle activity, bimanual muscle coordination, and fatigue susceptibility in simulated laparoscopic tasks","year":2025,"lang":"en","type":"article","venue":"Medical & Biological Engineering & Computing","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Biceps; Electromyography; Muscle fatigue; Wrist; Psychological intervention; Human physiology","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":[0.0006620683,0.0004290896,0.0002688045,0.0003773621,0.000170425,0.0002523705,0.0002081657,0.000443597,0.001054043],"category_scores_gemma":[0.002156467,0.0001420943,0.0001926348,0.0001026021,0.0002233295,0.0003056448,0.0004691643,0.0002473567,0.0002331623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001120437,"about_ca_system_score_gemma":0.0002612561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001013392,"about_ca_topic_score_gemma":0.002185828,"domain_scores_codex":[0.9996989,0.00008761053,0.0000289519,0.0000711093,0.00007047617,0.0000430287],"domain_scores_gemma":[0.9990411,0.0002793017,0.0001846461,0.0000495185,0.0002411166,0.0002042413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00661137,0.00309582,0.6028457,0.0003063951,0.000344796,0.0002549532,0.0007607589,0.008150723,0.2797042,0.0001759305,0.0005942013,0.09715526],"study_design_scores_gemma":[0.00009900817,0.01019663,0.9520962,0.00003139566,0.00007775762,0.000467178,0.0003311807,0.01811883,0.0180772,0.00009388058,0.0003744357,0.00003633113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971431,0.0000289382,0.002049834,0.00001753437,0.000004170884,0.0000802928,0.00007197414,0.00001680196,0.0005873854],"genre_scores_gemma":[0.9970739,0.00004452908,0.0022644,0.00002020783,0.000003193497,0.00008214072,0.0001069333,0.000002256722,0.000402311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001054043,"threshold_uncertainty_score":0.003526151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0428645181172521,"score_gpt":0.3852968496762353,"score_spread":0.3424323315589832,"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."}}