{"id":"W4415941950","doi":"10.1016/j.annonc.2025.08.2900","title":"2284MO The human crisis in oncology education: Insights from a global survey","year":2025,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"MEDLINE; Clinical Oncology; Radiation oncology","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":[0.002888626,0.0001445266,0.0001784987,0.001249393,0.001225649,0.001818291,0.0003087331,0.0008071263,0.01192294],"category_scores_gemma":[0.009112091,0.0001462451,0.000193989,0.003157344,0.0007826993,0.002696126,0.003208132,0.001139877,0.0007706978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001566118,"about_ca_system_score_gemma":0.004238086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01820949,"about_ca_topic_score_gemma":0.03649795,"domain_scores_codex":[0.9982421,0.0006950656,0.00007687084,0.00009835663,0.0003004949,0.000587074],"domain_scores_gemma":[0.9917105,0.00262024,0.002043762,0.0002119544,0.001313634,0.002099727],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009220364,0.0001914372,0.8132429,0.0005261442,0.00004886938,0.0002878364,0.04497135,0.00015514,0.0002984712,0.003312754,0.03978645,0.0970864],"study_design_scores_gemma":[0.000008548786,0.00009765186,0.7734836,0.000532022,0.00001767364,0.0001758355,0.1565567,0.00009532282,0.00009346378,0.0005045752,0.06841784,0.00001665034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8954013,0.003631578,0.0003168132,0.0537255,0.0001820893,0.00006417808,0.00213392,0.0000139333,0.04453069],"genre_scores_gemma":[0.9850653,0.002948867,0.0001179515,0.007613827,0.00007759965,0.00005280826,0.0005598671,0.00001151391,0.003552346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9971114,"threshold_uncertainty_score":0.03988618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07331270014582228,"score_gpt":0.5165162564276123,"score_spread":0.4432035562817901,"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."}}