{"id":"W1978006907","doi":"10.1503/cjs.024011","title":"Surgical culture in transition: gender matters and generation counts","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Schulich School of Medicine and Dentistry; Schulich School of Medicine and Dentistry, Western University","keywords":"Medicine; Perception; Balance (ability); Maternity leave; Nursing; Psychology; Sick leave","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005753525,0.0001637477,0.0002453732,0.001825555,0.002783251,0.003822796,0.000614387,0.0003841296,0.004254375],"category_scores_gemma":[0.0134691,0.0001425741,0.000201119,0.001094616,0.005532561,0.001751811,0.004247025,0.0006548495,0.0001526945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001552114,"about_ca_system_score_gemma":0.001502615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003622938,"about_ca_topic_score_gemma":0.005148154,"domain_scores_codex":[0.9955491,0.002857314,0.0001618116,0.0002930675,0.0005300474,0.0006087598],"domain_scores_gemma":[0.9917888,0.004560483,0.001644743,0.0003877695,0.0006675378,0.0009507379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000231867,0.000114754,0.2324537,0.0002038354,0.00003978802,0.0009899655,0.6900405,0.00006931091,0.0008763171,0.02161285,0.001457894,0.05190926],"study_design_scores_gemma":[0.00002005746,0.0002309262,0.2249234,0.0003396195,0.00003230552,0.001016853,0.7453263,0.0002844089,0.0005593354,0.01119113,0.01603562,0.00004005646],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886497,0.0008330339,0.0008012412,0.001743974,0.00006495184,0.00004036753,0.00003554095,0.000003951318,0.007827163],"genre_scores_gemma":[0.9993505,0.0001764977,0.0001150278,0.0001175001,0.00001268386,0.00001456901,0.000008408252,0.000001819823,0.000203097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9972168,"threshold_uncertainty_score":0.03042793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06103729611148709,"score_gpt":0.2471424309551112,"score_spread":0.1861051348436241,"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."}}