{"id":"W3047799359","doi":"10.3138/jvme-2019-0106","title":"Ability of a Complexity Scoring System to Predict Veterinary Student Surgical Procedure and Clinic Duration","year":2020,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgical procedures; Scoring system; Duration (music); Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005188903,0.0005183368,0.0004591227,0.002967123,0.0003572883,0.001095875,0.0005385163,0.0005365773,0.002430849],"category_scores_gemma":[0.02403722,0.0002812782,0.0007689818,0.001263057,0.0002074677,0.001092858,0.001089905,0.000581157,0.0007101132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000828514,"about_ca_system_score_gemma":0.001082194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00367796,"about_ca_topic_score_gemma":0.005758696,"domain_scores_codex":[0.9973501,0.0007516078,0.0005651932,0.0002686345,0.0007914605,0.000272918],"domain_scores_gemma":[0.9792326,0.008073119,0.006637316,0.0005673628,0.003878653,0.001610865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003010369,0.000111861,0.978667,0.0000242556,0.00003300993,0.00002909512,0.00007358607,0.001667916,0.0003383147,0.00005719292,0.0007202922,0.01797639],"study_design_scores_gemma":[0.00004147672,0.001284025,0.9562105,0.00004615331,0.00004256183,0.0002366785,0.000345453,0.03968151,0.0007183056,0.000158773,0.001191074,0.00004338589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868681,0.0002320059,0.00839484,0.0002124146,0.00007846829,0.0003124292,0.0009426033,0.0001142434,0.002844993],"genre_scores_gemma":[0.9841637,0.0001519917,0.013378,0.0000408148,0.00005288879,0.00020883,0.001433407,0.00001970521,0.0005507492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005188903,"threshold_uncertainty_score":0.02744186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1714737458044677,"score_gpt":0.4401142153529821,"score_spread":0.2686404695485144,"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."}}