{"id":"W4212921650","doi":"10.1016/j.jsurg.2022.01.009","title":"Learning Interrupted: Educational Impact of Interruptions on Surgical Residents","year":2022,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Western University","keywords":"Coaching; Medicine; Medical education; Task (project management); Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001811969,0.0002074629,0.0002194398,0.0004261325,0.0006144784,0.000971627,0.0005475669,0.0007929455,0.007914073],"category_scores_gemma":[0.02392439,0.0001626922,0.0004866832,0.0002354791,0.0002622183,0.0008217644,0.000913116,0.001253069,0.0005204791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006914819,"about_ca_system_score_gemma":0.001613829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003484386,"about_ca_topic_score_gemma":0.007005255,"domain_scores_codex":[0.9988282,0.0004590776,0.00009416989,0.00007115961,0.0002999774,0.0002474203],"domain_scores_gemma":[0.9798425,0.009764143,0.003306853,0.0005569723,0.001194822,0.005334616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004223617,0.02805532,0.7095987,0.0003088335,0.0002069632,0.0005407794,0.005917192,0.0009923736,0.002039886,0.000391314,0.00561252,0.2421125],"study_design_scores_gemma":[0.0002606879,0.01240125,0.967524,0.0002199093,0.0002156779,0.0002446364,0.01056061,0.00207662,0.001497689,0.0005206451,0.004417825,0.00006060571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966018,0.0001726031,0.00006587593,0.000846034,0.00004604533,0.0000174345,0.00007515021,0.00002005794,0.002154878],"genre_scores_gemma":[0.9980958,0.0001788725,0.0002290519,0.0001877305,0.00003613974,0.00001325802,0.0000640744,0.000004335236,0.001190619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007914073,"threshold_uncertainty_score":0.02647519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1858744354494859,"score_gpt":0.5004380145885017,"score_spread":0.3145635791390158,"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."}}