{"id":"W2143229671","doi":"10.1016/j.jsurg.2012.09.007","title":"Surgical Skills Acquisition Among Left-Handed Trainees—True Inferiority or Unfair Assessment: A Preliminary Study","year":2012,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Hemispheric Asymmetry in Neuroscience","field":"Neuroscience","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Knot tying; Curriculum; Tying; Left handed; Medicine; Dreyfus model of skill acquisition; Medical education; Randomized controlled trial; Physical therapy; Psychology; Surgery; Pedagogy; Computer science","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":[0.001699172,0.0002682238,0.000456938,0.0001973079,0.0002608481,0.0001482412,0.000501336,0.0001404395,0.000701749],"category_scores_gemma":[0.001045752,0.0001980829,0.0001849657,0.0009167498,0.0002457651,0.001871115,0.0001076862,0.0006987379,0.00001875996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002886084,"about_ca_system_score_gemma":0.0007837244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009318611,"about_ca_topic_score_gemma":8.572651e-7,"domain_scores_codex":[0.9961193,0.0007991918,0.0009715185,0.0003704944,0.001189817,0.0005497459],"domain_scores_gemma":[0.9968783,0.001223504,0.0007335297,0.0003278749,0.0002201747,0.0006165658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002148088,0.05272549,0.8523274,0.0001677763,0.00005606327,0.001631989,0.01104217,0.0002525123,0.02973212,0.001258718,0.003209565,0.04544809],"study_design_scores_gemma":[0.003569122,0.003225943,0.9510587,0.0001908422,0.0001244468,0.007901707,0.003428756,0.0004604037,0.01461885,0.0001889036,0.01458708,0.0006451893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933396,0.00004848293,0.0001996264,0.0005165747,0.002495008,0.0004580256,0.000003893344,0.00004149122,0.00289732],"genre_scores_gemma":[0.9974791,0.00009060941,0.0004187876,0.0001852253,0.001099117,0.00001715557,0.000001550058,0.00002454912,0.000683857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09873133,"threshold_uncertainty_score":0.8077587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02378655905000172,"score_gpt":0.3562484340738233,"score_spread":0.3324618750238216,"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."}}