{"id":"W3005246839","doi":"10.47513/mmd.v12i1.697","title":"From Music to Medicine: Are Pianists at an Advantage When Learning Surgical Skills?","year":2020,"lang":"en","type":"article","venue":"Music and Medicine","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Piano; Competence (human resources); Motor skill; Knot tying; Psychology; Dreyfus model of skill acquisition; Musical instrument; Test (biology); Medical education; Medicine; Developmental psychology; Surgery; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007313252,0.0002171408,0.0002658427,0.0005920852,0.0003819539,0.000919491,0.0002998961,0.0007995074,0.0052509],"category_scores_gemma":[0.006914523,0.0001101718,0.0001460707,0.0003101353,0.0006468068,0.001018214,0.0004952434,0.0004828585,0.000846932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002184267,"about_ca_system_score_gemma":0.000364364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009330048,"about_ca_topic_score_gemma":0.001419392,"domain_scores_codex":[0.9995834,0.0000739223,0.00002106705,0.00008133191,0.0001540926,0.00008621664],"domain_scores_gemma":[0.9980856,0.0006514066,0.0004749938,0.00006416025,0.0001777665,0.0005461241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002124276,0.0009547641,0.528856,0.0004855701,0.00008637342,0.001871152,0.008106596,0.00009094793,0.01571395,0.0003884546,0.002254176,0.4390677],"study_design_scores_gemma":[0.00007202566,0.001661177,0.974881,0.0001659138,0.00006378394,0.003777438,0.01172823,0.0001967828,0.001129701,0.0008766379,0.005424104,0.00002319545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919657,0.002373858,0.0002267954,0.001826465,0.00008107482,0.00001833535,0.00003019994,0.000009614656,0.003467917],"genre_scores_gemma":[0.9969109,0.001517977,0.0003284077,0.0002795876,0.00008820102,0.00001267715,0.00003069083,0.000003378186,0.0008281714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0052509,"threshold_uncertainty_score":0.01756603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05037364130352007,"score_gpt":0.3159014574718506,"score_spread":0.2655278161683305,"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."}}