{"id":"W4391260216","doi":"10.1007/s44186-023-00216-3","title":"No one can whistle a symphony: harnessing team member ability to shape tone in the operating room","year":2024,"lang":"en","type":"article","venue":"Global Surgical Education - Journal of the Association for Surgical Education","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; Vector Institute; Dalhousie University; Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Symphony; Tone (literature); Psychology; Computer science; Communication; Acoustics; Art; Physics; Literature","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":[0.00197369,0.0003714327,0.0002121457,0.0003438691,0.001390642,0.002009978,0.0009167477,0.000810302,0.008028284],"category_scores_gemma":[0.01405765,0.0003061993,0.0003834005,0.0001201495,0.001392727,0.001578535,0.003497205,0.001615641,0.002371418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002040996,"about_ca_system_score_gemma":0.001179766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004703339,"about_ca_topic_score_gemma":0.001245252,"domain_scores_codex":[0.9988849,0.0004326561,0.00003734432,0.0001342328,0.0003139225,0.0001969647],"domain_scores_gemma":[0.9949265,0.00227839,0.0004007957,0.0003759729,0.0005498948,0.001468552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002385973,0.004941254,0.03940755,0.0009961709,0.0001980949,0.001290237,0.0409015,0.002497142,0.1061194,0.004090974,0.04428349,0.7528883],"study_design_scores_gemma":[0.002206757,0.0478666,0.2237559,0.004259172,0.001509425,0.01136204,0.2337445,0.05290634,0.1080955,0.0442307,0.2685335,0.001529589],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9153087,0.0004767668,0.0467461,0.008474853,0.001257787,0.0001292208,0.00005663185,0.000751038,0.02679898],"genre_scores_gemma":[0.9545565,0.0003674831,0.03128055,0.003112592,0.0002649252,0.000171249,0.00005126875,0.0002302712,0.009965172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008028284,"threshold_uncertainty_score":0.02685732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04490972939839467,"score_gpt":0.4365137944001823,"score_spread":0.3916040650017877,"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."}}