{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005420559,0.0002156753,0.0008698137,0.0002189248,0.00005563689,0.00001672021,0.0001168044,0.0001297722,0.0003268107],"category_scores_gemma":[0.00006355697,0.0002033651,0.0003151237,0.0002544292,0.00004378813,0.0001621031,0.00007159417,0.0001607242,0.00002175356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004031454,"about_ca_system_score_gemma":0.00009746305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001941908,"about_ca_topic_score_gemma":4.852586e-7,"domain_scores_codex":[0.9981477,0.00006730913,0.0006472872,0.0003451255,0.0004322823,0.0003602923],"domain_scores_gemma":[0.9982009,0.0009819556,0.0002092082,0.0003110545,0.0001310203,0.0001658729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009019656,0.001463783,0.903368,0.001941568,0.0005798042,0.0003585457,0.004555597,0.007005816,0.02019822,0.0002319643,0.0005630708,0.05071401],"study_design_scores_gemma":[0.02556788,0.01465795,0.5801806,0.003213254,0.0004911726,0.0008291487,0.006378536,0.1782865,0.001783676,0.0002834014,0.1862769,0.002051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951459,0.0002005697,0.0002747917,0.00007356539,0.0005201997,0.0006076579,0.00002631956,0.00009281684,0.003058224],"genre_scores_gemma":[0.9984764,0.00001082704,0.0006577077,0.0002389433,0.0001277445,0.00004123511,0.0001119392,0.00004675244,0.0002884095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3231874,"threshold_uncertainty_score":0.8292987,"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."}}