{"id":"W2889352686","doi":"10.1111/vsu.12930","title":"Evaluating veterinary student skill acquisition on a laparoscopic suturing exercise after simulation training","year":2018,"lang":"en","type":"article","venue":"Veterinary Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Trainer; Wilcoxon signed-rank test; Test (biology); Task (project management); Laparoscopic surgery; Physical therapy; Dreyfus model of skill acquisition; Mann–Whitney U test; Laparoscopy; 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":[0.0009462703,0.0004629269,0.0004950598,0.0002564146,0.0001521887,0.0002847285,0.0003156493,0.000399714,0.002505644],"category_scores_gemma":[0.002850616,0.0001848919,0.0002940912,0.0001028344,0.0001864183,0.0002417094,0.0005113157,0.0004880897,0.0004760553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001529346,"about_ca_system_score_gemma":0.0004292187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003898879,"about_ca_topic_score_gemma":0.0006738244,"domain_scores_codex":[0.9994727,0.00013476,0.00004133907,0.0000710958,0.0001432854,0.0001367658],"domain_scores_gemma":[0.9982904,0.0003628178,0.0002790833,0.00006913226,0.0004021997,0.0005964233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01777642,0.07793003,0.4748173,0.001216799,0.0003420529,0.0005001848,0.004582444,0.00425526,0.1885508,0.00007678557,0.001025272,0.2289267],"study_design_scores_gemma":[0.0003823979,0.1650173,0.8000376,0.00006735886,0.0001217352,0.0002805879,0.0009238013,0.002984487,0.02903943,0.00004219493,0.001066118,0.00003702023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996042,0.00001463979,0.0001716901,0.000005518629,0.000002578523,0.00004008283,0.00001117421,0.000005803895,0.0001442833],"genre_scores_gemma":[0.9981148,0.00007059034,0.001031311,0.00001370947,0.000006048323,0.0001491065,0.00009481482,0.00000240286,0.0005172339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002505644,"threshold_uncertainty_score":0.008382142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.181548424039775,"score_gpt":0.4282637619614694,"score_spread":0.2467153379216944,"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."}}