{"id":"W6926715686","doi":"10.25384/sage.c.4455731","title":"Advanced Training and Job Satisfaction Among Recent Canadian Plastic Surgery Graduates","year":2019,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"Ichthyology and Marine Biology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subspecialty; Job satisfaction; Demographics; Plastic surgery; Patient satisfaction; Cross-sectional study; Private practice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009196637,0.0001534485,0.0001523988,0.0009948802,0.001382412,0.0007521961,0.0005246354,0.0004067472,0.004998797],"category_scores_gemma":[0.003449417,0.000122363,0.0002462556,0.001462233,0.000649853,0.0002693199,0.0005268066,0.0004853371,0.0002359616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004231732,"about_ca_system_score_gemma":0.007450819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7716674,"about_ca_topic_score_gemma":0.843178,"domain_scores_codex":[0.999324,0.00005007971,0.00003209101,0.00005089998,0.0003246281,0.0002183748],"domain_scores_gemma":[0.9969851,0.0002041459,0.000646289,0.00002966957,0.0007535652,0.001381267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000027835,0.00005945369,0.9895649,0.00004350189,0.00001063711,0.0000668408,0.001373544,0.00004013522,0.0001435372,0.00003332395,0.001369735,0.007266594],"study_design_scores_gemma":[0.000001536943,0.00003721624,0.997021,0.00002274667,0.000003057107,0.00005029651,0.002084058,0.00004734424,0.00001573699,0.000004053077,0.0007094911,0.000003435576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996539,0.0002878023,0.00002825401,0.0005806111,0.00001682391,0.00001196642,0.0003719236,0.00000384989,0.002159742],"genre_scores_gemma":[0.9985435,0.0003768876,0.00005617861,0.0001350749,0.00001173657,0.000005929857,0.0002567135,0.000001418427,0.0006124419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2283326,"threshold_uncertainty_score":0.4593545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03798525127375133,"score_gpt":0.2620738571435896,"score_spread":0.2240886058698383,"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."}}