{"id":"W3005020895","doi":"10.47513/mmd.v12i1.706","title":"Differences in practice behaviours between expert musicians and non-musicians when learning a basic surgical skill","year":2020,"lang":"en","type":"article","venue":"Music and Medicine","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Ottawa","funders":"","keywords":"Psychology; Dreyfus model of skill acquisition; Thematic analysis; Automaticity; Task (project management); Applied psychology; Medical education; Cognition; Medicine; Qualitative research","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002207332,0.0002115664,0.0004250675,0.0001255141,0.0002788879,0.00009123595,0.0001055379,0.00006482234,0.001854074],"category_scores_gemma":[0.0001851117,0.0001607736,0.00002724524,0.00007582207,0.0005821051,0.0002966921,0.00007186011,0.0003394264,0.00001706401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002201043,"about_ca_system_score_gemma":0.00004436603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003193233,"about_ca_topic_score_gemma":0.0007820484,"domain_scores_codex":[0.9986634,0.0001022912,0.0003103098,0.0003779459,0.0002792551,0.0002667536],"domain_scores_gemma":[0.9990408,0.0004138497,0.0001261141,0.0001041259,0.00008125856,0.0002338168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004394549,0.00009878027,0.02159988,0.0000369992,0.00005001249,0.0001410823,0.926074,2.002931e-7,0.00001467357,0.01218462,0.02463159,0.01512424],"study_design_scores_gemma":[0.001830554,0.0005320323,0.01886634,0.000266761,0.0001653058,0.00001162663,0.2002102,0.0000490758,0.000003626353,0.0002039383,0.7775559,0.0003046975],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9035243,0.0006761739,0.00002258893,0.02836371,0.0006094587,0.0002478217,0.000008611125,0.00006340885,0.06648387],"genre_scores_gemma":[0.9867535,0.000159333,0.00004832165,0.00849225,0.003103995,0.00001762782,0.00002633396,0.00002025573,0.001378344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7529243,"threshold_uncertainty_score":0.9990584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08447736950423092,"score_gpt":0.2775282852835217,"score_spread":0.1930509157792908,"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."}}