{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007609055,0.0001363753,0.0002210504,0.0006888853,0.001562375,0.0006302867,0.0003744081,0.0002173659,0.002480878],"category_scores_gemma":[0.002586579,0.0001248796,0.0001952956,0.001717856,0.0005115414,0.0001683343,0.0005910503,0.0003132668,0.0001807127],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008597541,"about_ca_system_score_gemma":0.01665122,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9235922,"about_ca_topic_score_gemma":0.9516904,"domain_scores_codex":[0.9991263,0.00006416495,0.00004232866,0.00006404451,0.0004029132,0.0003003397],"domain_scores_gemma":[0.9976676,0.0001193867,0.0003748045,0.00002028834,0.001042351,0.0007756275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002542089,0.00003136705,0.9930364,0.00002637759,0.000009180717,0.00003780253,0.0005933,0.00004458885,0.00009182245,0.00001905332,0.0008323473,0.00525224],"study_design_scores_gemma":[0.000001766737,0.00002561515,0.9983582,0.00001422956,0.000002313792,0.00002439112,0.001041167,0.00007453562,0.00002117802,0.000003990333,0.0004301407,0.000002502302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970989,0.0002364608,0.00003989271,0.0003573961,0.000009390932,0.00001722726,0.0005998314,0.000004741262,0.001636208],"genre_scores_gemma":[0.9988663,0.0001785661,0.00005408542,0.0001040036,0.000004205118,0.000009141383,0.0002984453,0.000001734768,0.0004836163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9914024,"threshold_uncertainty_score":0.1537156,"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."}}