{"id":"W2971158098","doi":"10.1177/1038416219828087","title":"Career development for doctoral and postdoctoral trainees in Canada","year":2019,"lang":"en","type":"article","venue":"Australian Journal of Career Development","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Career development; Pace; Career Pathways; Career counseling; Medical education; Pedagogy; Population; Career portfolio; Psychology; Sociology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00106257,0.0002271723,0.0004221243,0.0002465553,0.0002067934,0.00009919241,0.0004134062,0.00009979078,0.0002570256],"category_scores_gemma":[0.0000701995,0.0002223035,0.00007202287,0.0002538718,0.0000662255,0.0003572542,0.00007583906,0.00020894,0.000006956386],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002163639,"about_ca_system_score_gemma":0.01033365,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1163274,"about_ca_topic_score_gemma":0.794874,"domain_scores_codex":[0.9973891,0.0000675072,0.0007003387,0.000240405,0.0009777079,0.0006249801],"domain_scores_gemma":[0.9986938,0.0001017874,0.0002620005,0.00009315537,0.0004691839,0.0003800265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001092074,0.00002679861,0.9420704,0.00005733315,0.0001137605,0.00007814487,0.03675638,0.00002218507,0.00006851876,0.0002121971,0.007741454,0.01274368],"study_design_scores_gemma":[0.001579348,0.00004944464,0.6411545,0.0001342828,0.00001884606,0.00001360332,0.02318262,7.57318e-7,0.001043784,0.00004522348,0.332359,0.0004186216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996319,0.0001220073,0.00002194026,0.001216315,0.001194419,0.0004015982,0.000009241753,0.000008751655,0.0007067135],"genre_scores_gemma":[0.9901414,0.00001366147,0.006477616,0.0001785735,0.00009669532,0.000006845198,0.00001262518,0.00001350775,0.003059104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6785465,"threshold_uncertainty_score":0.9952769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06472379773482383,"score_gpt":0.268033236724838,"score_spread":0.2033094389900141,"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."}}