{"id":"W2944364436","doi":"10.1111/vsu.13224","title":"Comparison of 2 canine celiotomy closure models for training novice veterinary students","year":2019,"lang":"en","type":"article","venue":"Veterinary Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Medicine; Rubric; Closure (psychology); Veterinary medicine; Medical education; Mathematics education; Psychology","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":[0.0021435,0.000529054,0.0005817508,0.0006590751,0.0001773338,0.0005825612,0.0005973094,0.00060471,0.001657599],"category_scores_gemma":[0.005476344,0.0002911873,0.000504987,0.0001699487,0.0002924371,0.0006114848,0.0007386337,0.0004342977,0.0002994133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000443609,"about_ca_system_score_gemma":0.0004661821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000319904,"about_ca_topic_score_gemma":0.0006642178,"domain_scores_codex":[0.9985271,0.000382507,0.0001412291,0.0001742721,0.0006251945,0.0001497863],"domain_scores_gemma":[0.9966884,0.001014676,0.000590723,0.0002263541,0.0004614876,0.00101834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.1289524,0.1183405,0.2875108,0.002179362,0.0009485176,0.0004972228,0.001941896,0.006363545,0.1274897,0.0003149579,0.001122431,0.3243388],"study_design_scores_gemma":[0.004639449,0.7004848,0.260848,0.0001714924,0.0003154841,0.000705734,0.0008641792,0.005472806,0.02455637,0.0001212708,0.001759622,0.00006100571],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999361,0.00009695212,0.0002413793,0.0000143925,0.00001381227,0.00009094607,0.0000191468,0.000005096625,0.000157268],"genre_scores_gemma":[0.9977315,0.0002369156,0.001451142,0.0000313758,0.00001555079,0.0001703145,0.0001107722,0.000003248519,0.0002491546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0021435,"threshold_uncertainty_score":0.01133609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.207546839762189,"score_gpt":0.4137305435399863,"score_spread":0.2061837037777973,"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."}}