{"id":"W2914987147","doi":"10.1016/j.ijrobp.2018.11.010","title":"Why Have So Few Radiation Oncologists Become U.S. or Canadian Medical School Deans or University Presidents?","year":2019,"lang":"en","type":"editorial","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Radiation oncology; Medical radiation; Family medicine; Medical education; Medical physics; Radiation therapy; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008014318,0.002424844,0.002595881,0.002560387,0.004190707,0.008659458,0.003556309,0.02221146,0.01454139],"category_scores_gemma":[0.03930894,0.001237846,0.00202328,0.001563125,0.002101948,0.005350709,0.001195543,0.0248071,0.01087817],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005033068,"about_ca_system_score_gemma":0.006499003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007503962,"about_ca_topic_score_gemma":0.02508816,"domain_scores_codex":[0.995154,0.0007313404,0.0006791484,0.0005462182,0.002449163,0.0004401442],"domain_scores_gemma":[0.9681788,0.01247648,0.001219591,0.0005155985,0.01325313,0.004356405],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001432352,0.000005129951,0.00003032286,0.0001005368,0.00000893564,0.00004393531,0.00001136513,0.000008039373,0.00001677591,0.0001628374,0.9964566,0.00314117],"study_design_scores_gemma":[0.0000579671,0.00002137705,0.0005435561,0.0005098332,0.00005772002,0.0001700921,0.0001234956,0.00007309232,0.00009421307,0.0007815989,0.997541,0.00002604979],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004365834,0.00382752,0.00004377942,0.09870551,0.8957617,0.000009985668,0.00005015794,0.00003049655,0.001527176],"genre_scores_gemma":[0.0008414082,0.008292736,0.00009923818,0.07997467,0.8974406,0.00002443653,0.00005141956,0.00004682032,0.01322866],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9949669,"threshold_uncertainty_score":0.04864579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01541279272027673,"score_gpt":0.3704084407497765,"score_spread":0.3549956480294997,"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."}}