{"id":"W3168388716","doi":"10.1200/jco.2021.39.15_suppl.11023","title":"Faculty development: What do we know about barriers, enablers, and satisfaction levels among African oncology faculty?","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Oncology; Curriculum; Faculty development; Medicine; Medical education; Internal medicine; Thematic analysis; Interim; Descriptive statistics; Psychology; Professional development; Qualitative research; Pedagogy; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006771598,0.0001986735,0.0005537555,0.00164321,0.002068816,0.00334045,0.0006288883,0.0008593014,0.007121955],"category_scores_gemma":[0.03825906,0.0002878003,0.0005645405,0.003408095,0.001516466,0.003702981,0.001757391,0.001290668,0.0005443373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00216439,"about_ca_system_score_gemma":0.005963587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01177162,"about_ca_topic_score_gemma":0.01693064,"domain_scores_codex":[0.9952571,0.001712642,0.0004210144,0.0003148105,0.001200301,0.00109402],"domain_scores_gemma":[0.9740204,0.01321905,0.006323203,0.0003744775,0.00259643,0.003466537],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001158792,0.0003807589,0.7963465,0.001513697,0.00007111997,0.0003279876,0.05397406,0.0001280534,0.0004216243,0.0007456291,0.003753776,0.1422209],"study_design_scores_gemma":[0.00001441949,0.0003422189,0.6646402,0.002264466,0.00006399844,0.0005984945,0.3163093,0.0004779949,0.0005125516,0.000987483,0.0137339,0.00005505127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972711,0.006233449,0.000348195,0.01665799,0.00009549726,0.00004463603,0.0003921683,0.00001130279,0.003505685],"genre_scores_gemma":[0.9937132,0.004121061,0.0003197971,0.00123717,0.00005000917,0.00004172298,0.0001204846,0.000006368743,0.0003901873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9932284,"threshold_uncertainty_score":0.03581202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010948337022299,"score_gpt":0.4854677371085485,"score_spread":0.3843729034063186,"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."}}