{"id":"W3044711264","doi":"10.1016/j.jsurg.2020.07.004","title":"Scut to Scholarship: Can Operative Notes be Educationally Useful?","year":2020,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Western University; McMaster University","funders":"Canadian Institutes of Health Research; Royal College of Physicians and Surgeons of Canada","keywords":"Scholarship; Grounded theory; Tonsillectomy; Medical education; Medicine; Qualitative research; Surgery; Sociology","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":[0.01401175,0.0004489027,0.0007722648,0.002342821,0.009192226,0.01190889,0.002254092,0.01083114,0.0541426],"category_scores_gemma":[0.1535486,0.0003828092,0.0007222071,0.00153475,0.01144978,0.01495825,0.008706803,0.01522108,0.008384286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003502328,"about_ca_system_score_gemma":0.02725512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004163349,"about_ca_topic_score_gemma":0.02004709,"domain_scores_codex":[0.9903442,0.004311085,0.0004468948,0.0005088878,0.002541423,0.001847442],"domain_scores_gemma":[0.8763042,0.04847787,0.006462364,0.004421319,0.01399694,0.05033728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.000261341,0.001108108,0.0185515,0.0004973855,0.00003707717,0.001299506,0.004532994,0.0001340316,0.0001423837,0.03985731,0.5399268,0.3936515],"study_design_scores_gemma":[0.0004784054,0.0006806258,0.04375521,0.01151508,0.0001418071,0.004545044,0.05664209,0.0006911368,0.0008616657,0.2815717,0.5988324,0.0002847876],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01108013,0.005633167,0.0004994652,0.9241487,0.00945157,0.00002502869,0.00005858681,0.00009514613,0.0490082],"genre_scores_gemma":[0.5421064,0.02254097,0.003905487,0.3558829,0.03974624,0.0001631684,0.0003109683,0.0002574767,0.03508629],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0541426,"threshold_uncertainty_score":0.181125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05098292306162917,"score_gpt":0.3790352979959231,"score_spread":0.3280523749342939,"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."}}