{"id":"W2736719878","doi":"10.1067/j.cpradiol.2017.07.004","title":"Let’s Make Academic Radiology Great Again","year":2017,"lang":"en","type":"editorial","venue":"Current Problems in Diagnostic Radiology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Humber River Regional Hospital; Hamilton General Hospital; McMaster University","funders":"","keywords":"Medicine; Attendance; Medical education; Rank (graph theory); Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.006379652,0.0006210881,0.001549479,0.0005237759,0.0007734922,0.000116068,0.004238178,0.00372443,0.0003872336],"category_scores_gemma":[0.07902169,0.0006299571,0.0002477301,0.000250736,0.003611838,0.0002011523,0.000569996,0.005047805,0.0002702332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008137563,"about_ca_system_score_gemma":0.001808439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001181967,"about_ca_topic_score_gemma":0.002889411,"domain_scores_codex":[0.9930349,0.00172456,0.0009950578,0.001287758,0.001351199,0.001606534],"domain_scores_gemma":[0.9818796,0.0156485,0.0008663526,0.0009190954,0.0002870533,0.0003993758],"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":[0.00001894554,0.00006204695,0.009735198,0.0002043951,0.00005613023,0.0001465778,0.003317013,0.0000477585,6.561662e-7,0.001448358,0.9518732,0.03308973],"study_design_scores_gemma":[0.001362206,0.0001777631,0.000550603,0.001205905,0.0001531976,0.00001094508,0.0003867216,0.000004574344,3.089861e-7,0.006845742,0.9886974,0.0006046692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0006767261,0.03666661,0.00009319807,0.00181241,0.9468995,0.001263784,0.0002462924,0.0001386468,0.01220288],"genre_scores_gemma":[0.002421223,0.1792854,0.00003044701,0.00016286,0.8131357,0.0003331846,0.001054287,0.00005888229,0.003517997],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1426188,"threshold_uncertainty_score":0.9996152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04571091560315461,"score_gpt":0.3500510078476068,"score_spread":0.3043400922444522,"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."}}