{"id":"W2889762757","doi":"10.1111/vru.12678","title":"Visuospatial skills are better predictors than dexterity for basic ultrasonographic and fluoroscopic skills in veterinary students","year":2018,"lang":"en","type":"article","venue":"Veterinary Radiology & Ultrasound","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Medicine; Fluoroscopy; Medical physics; Ultrasonography; Medical education; Veterinary medicine; Physical therapy; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003947987,0.0003319875,0.0001926863,0.0006507718,0.0003214684,0.0007297206,0.0003113069,0.000429428,0.002662499],"category_scores_gemma":[0.003671699,0.0002008239,0.000294857,0.0004286495,0.0003589881,0.0002990846,0.0004580043,0.0006012867,0.0005007884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002526791,"about_ca_system_score_gemma":0.0007431874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01402392,"about_ca_topic_score_gemma":0.0192016,"domain_scores_codex":[0.9996743,0.0000401908,0.00003346886,0.00005852094,0.0001145083,0.00007891363],"domain_scores_gemma":[0.9972457,0.0005190152,0.001136444,0.0001334046,0.0003330616,0.0006323255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000241673,0.00003873647,0.9986958,0.000002473217,0.000004935245,0.0000186544,0.00007524429,0.00001652437,0.0002188532,0.000003207866,0.000018563,0.0008828882],"study_design_scores_gemma":[0.000001678816,0.0001013658,0.9994286,0.000003336744,0.000004494922,0.00004910446,0.0001470738,0.0001087946,0.00009216873,0.000007458412,0.00005427143,0.000001711924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997696,0.00002841695,0.00002159635,0.00001501531,0.000001475503,0.000002010057,0.0000272129,0.000001422937,0.0001332355],"genre_scores_gemma":[0.9996842,0.00002913425,0.00003765053,0.000006669764,0.000001952835,0.000001773007,0.00005040946,9.46368e-7,0.000187373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01402392,"threshold_uncertainty_score":0.0278846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02082534327578308,"score_gpt":0.3224417680872174,"score_spread":0.3016164248114343,"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."}}