{"id":"W6889000008","doi":"10.25384/sage.7937918.v1","title":"Supplemental Material, DS1_PSG_10.1177_2292550319826089 - Advanced Training and Job Satisfaction Among Recent Canadian Plastic Surgery Graduates","year":2019,"lang":"en","type":"article","venue":"Sage Journals Data","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plastic surgery; Job satisfaction; Job loss; Training (meteorology); Patient satisfaction; On-the-job training","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007282232,0.0007396078,0.0007210916,0.004157525,0.00230978,0.002072959,0.001929049,0.001204819,0.835129],"category_scores_gemma":[0.01123497,0.0004990848,0.0005593221,0.004964814,0.0002893906,0.0009089503,0.001234025,0.000956679,0.2641163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004219168,"about_ca_system_score_gemma":0.009361442,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4915838,"about_ca_topic_score_gemma":0.658636,"domain_scores_codex":[0.9992291,0.00004754344,0.00005968364,0.00006284808,0.0004506195,0.0001502907],"domain_scores_gemma":[0.9861084,0.00288471,0.0005884411,0.0004350158,0.008218512,0.001764906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004257599,0.00008410349,0.00163083,0.0001388618,0.00000507765,0.00001429249,0.0000312419,0.00003091482,0.00004537091,0.0001294969,0.9889743,0.008872939],"study_design_scores_gemma":[0.0006182637,0.0001979034,0.1398776,0.0009590983,0.00005757147,0.0001515626,0.0008881958,0.0004294874,0.0005362739,0.001287118,0.8548832,0.000113722],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001369454,0.0001498974,0.0001879521,0.001306321,0.000417202,0.0003006231,0.9418651,0.0007085659,0.0536948],"genre_scores_gemma":[0.0163411,0.0008635886,0.001656405,0.001279062,0.0004377276,0.000809441,0.801544,0.000561899,0.1765067],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.835129,"threshold_uncertainty_score":0.9774449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06787371088856868,"score_gpt":0.3070818732855915,"score_spread":0.2392081623970228,"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."}}