{"id":"W3157419124","doi":"10.1177/22925503211007237","title":"Job Satisfaction Among Plastic Surgery Residents in Canada","year":2021,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University","funders":"","keywords":"Accreditation; Job satisfaction; Likert scale; Medicine; Patient satisfaction; Cross-sectional study; Scale (ratio); Nursing; Family medicine; Medical education; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009956798,0.0001084306,0.0003084904,0.0001720247,0.0002314206,0.00006540787,0.000106887,0.00007804199,0.001099077],"category_scores_gemma":[0.02713267,0.0001246807,0.00007043839,0.0006384017,0.0001304015,0.0002206421,0.00005034622,0.0001885112,0.00003953257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007408652,"about_ca_system_score_gemma":0.00473892,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9603774,"about_ca_topic_score_gemma":0.9954809,"domain_scores_codex":[0.9975913,0.0002966314,0.0002931055,0.0002521528,0.001116346,0.000450501],"domain_scores_gemma":[0.9612554,0.03822285,0.00008544567,0.0001213867,0.0001068983,0.0002080248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001323517,0.000008090094,0.9501033,0.0000218287,0.00001448064,0.0007757086,0.0003355277,0.00006923144,0.000005432723,0.00003878711,0.04733885,0.001275556],"study_design_scores_gemma":[0.00007454432,0.00000138185,0.9905224,0.0001969806,0.00001892427,0.000002240041,0.007498162,0.00002167897,0.000020257,0.00002996624,0.00147802,0.0001353783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820435,0.0001311318,0.00002712798,0.0001965768,0.01634907,0.00003036367,0.00001277261,0.00002839367,0.001181078],"genre_scores_gemma":[0.9991964,0.0001910316,0.000003508603,0.00009302986,0.0002880361,0.000004550349,0.00001736344,0.000007801333,0.0001983432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04586083,"threshold_uncertainty_score":0.999814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02662848414544336,"score_gpt":0.2334772857672971,"score_spread":0.2068488016218537,"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."}}