{"id":"W3009276077","doi":"10.1108/sgpe-06-2019-0055","title":"The changing postdoc and key predictors of satisfaction with professional training","year":2020,"lang":"en","type":"article","venue":"Studies in Graduate and Postdoctoral Education","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McGill University; Carleton University","funders":"Canadian Institutes of Health Research; Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Mental health; Salary; Psychology; Medical education; Demographics; Training (meteorology); Professional development; Job satisfaction; Compensation (psychology); Nursing; Medicine; Political science; Social psychology; Sociology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00037103,0.0001320445,0.0002134897,0.0000866581,0.0009386004,0.000009532796,0.00005246535,0.00005722623,0.000008296296],"category_scores_gemma":[0.0002922696,0.00008487298,0.00001806442,0.0003065157,0.0002480351,0.0001655262,0.00007366262,0.0003275844,0.00000211769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006064555,"about_ca_system_score_gemma":0.0004151413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002801071,"about_ca_topic_score_gemma":0.0007146966,"domain_scores_codex":[0.9987724,0.0002041387,0.0003591517,0.0002100033,0.0001685961,0.0002857328],"domain_scores_gemma":[0.9989616,0.000392981,0.0002011296,0.00009302572,0.0002442618,0.0001070053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001851015,0.00005662318,0.4828773,0.0004867664,0.00009952821,4.671103e-7,0.4750949,0.000004130315,0.00006979824,0.01268953,0.004253148,0.02418274],"study_design_scores_gemma":[0.0004326945,0.0002430416,0.4920996,0.0005011194,0.00003563796,0.000002661768,0.4989971,0.00007552167,0.000005176944,0.0008382692,0.006629541,0.0001396367],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696572,0.003956498,0.000005055023,0.02384896,0.001710619,0.0005240828,0.00001012803,0.00002474655,0.0002627616],"genre_scores_gemma":[0.9952133,0.003117504,0.0001702565,0.0005839449,0.0004111202,0.0001602103,0.00001303979,0.00001254081,0.0003181309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0255561,"threshold_uncertainty_score":0.721905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3646439832249062,"score_gpt":0.5291966393031674,"score_spread":0.1645526560782613,"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."}}