{"id":"W2617507689","doi":"10.1111/vsu.12672","title":"Muscular workload of veterinary students during simulated open and laparoscopic surgery: A pilot study*","year":2017,"lang":"en","type":"article","venue":"Veterinary Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Medicine; Biceps; Forearm; Workload; Physical therapy; Physical medicine and rehabilitation; Surgery","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":[0.0006246858,0.000487453,0.0003796042,0.0003437677,0.0003948321,0.0003429925,0.0003484556,0.0005797609,0.00186525],"category_scores_gemma":[0.001337082,0.0002785383,0.0003054395,0.0001216958,0.000372914,0.000270629,0.0006535834,0.0004968568,0.0004750005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00025974,"about_ca_system_score_gemma":0.0004337065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008285448,"about_ca_topic_score_gemma":0.001976781,"domain_scores_codex":[0.9996099,0.0001056165,0.00001892781,0.00007009642,0.0000748551,0.0001206475],"domain_scores_gemma":[0.998742,0.0001588859,0.0001837493,0.00004078459,0.000148651,0.0007258573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004359281,0.02293244,0.9066437,0.0002046202,0.00008610279,0.0006581053,0.004286516,0.0005036243,0.03474364,0.0000326901,0.0003842448,0.02516503],"study_design_scores_gemma":[0.0001861699,0.06292479,0.928985,0.00002290229,0.00003675956,0.0004279333,0.003353782,0.0006964092,0.002586071,0.00003277027,0.0007269256,0.00002047518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998866,0.000005519425,0.00003316896,0.000004264695,0.000001285738,0.00001609769,0.000009723054,7.97534e-7,0.00004246333],"genre_scores_gemma":[0.9992561,0.00002744455,0.0002978085,0.00002474658,0.000009091228,0.00008651237,0.00006295986,9.495356e-7,0.0002344388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00186525,"threshold_uncertainty_score":0.006239831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1890839936950093,"score_gpt":0.4016333050350001,"score_spread":0.2125493113399908,"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."}}