{"id":"W2755924334","doi":"10.1111/vsu.12682","title":"Investigating the impact of innate dexterity skills and visuospatial aptitude on the performance of baseline laparoscopic skills in veterinary students","year":2017,"lang":"en","type":"article","venue":"Veterinary Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Medicine; Test (biology); Tracking (education); Task (project management); Physical therapy; Aptitude; Physical medicine and rehabilitation; 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":[0.001378926,0.0001630482,0.0004298458,0.00009372445,0.0001783829,0.00003242992,0.0001891407,0.0000639283,0.00007091698],"category_scores_gemma":[0.0008250339,0.00009163276,0.0001197941,0.0001043407,0.0003245641,0.0001297425,0.0001866557,0.0002200826,0.000002483175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002751222,"about_ca_system_score_gemma":0.00005723922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001552145,"about_ca_topic_score_gemma":0.000001668924,"domain_scores_codex":[0.9986461,0.0002120036,0.0004489901,0.0001903203,0.0002959247,0.000206605],"domain_scores_gemma":[0.9977952,0.001282244,0.0003187052,0.0004749069,0.00005144487,0.00007753258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002744224,0.0003605035,0.9824615,0.0001007573,0.00005411997,0.00004778182,0.0004546097,0.0001283292,0.005717526,0.000004973278,0.000008540942,0.01038692],"study_design_scores_gemma":[0.000992392,0.001013465,0.9936558,0.0008252799,0.00001214915,0.00003417227,0.00002556998,0.002542957,0.0007536538,0.00001022906,0.00004787129,0.00008645932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992579,0.00003806289,0.000001279747,0.0001408869,0.0001220449,0.0002516927,0.00001040194,0.00001169802,0.000165984],"genre_scores_gemma":[0.9996158,0.00009696099,0.00003399391,0.0001396899,0.00005785939,0.00001364255,0.000007128716,0.00001407024,0.00002085989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01119429,"threshold_uncertainty_score":0.3736675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05660301630305393,"score_gpt":0.3678711806658167,"score_spread":0.3112681643627628,"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."}}