{"id":"W4393948617","doi":"10.1016/j.ijrobp.2024.03.040","title":"Evaluation of a National Radiation Oncology Research and Mentorship Program","year":2024,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Alberta Cancer Foundation; University of Calgary; BC Cancer Agency; Princess Margaret Cancer Centre; University Health Network; University of Toronto; University of British Columbia","funders":"","keywords":"Mentorship; Radiation oncology; Medical physics; Medicine; Oncology; Radiation therapy; Medical education; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02756348,0.0007134693,0.0007002191,0.001414037,0.007248648,0.003224137,0.004819099,0.002413318,0.01228132],"category_scores_gemma":[0.03561848,0.0005890336,0.00121874,0.0009541225,0.001454086,0.001796127,0.006482223,0.003262085,0.001584989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009006829,"about_ca_system_score_gemma":0.06984113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02019381,"about_ca_topic_score_gemma":0.04369516,"domain_scores_codex":[0.9796231,0.01110586,0.0007128051,0.001045909,0.003796298,0.003715954],"domain_scores_gemma":[0.9276101,0.008922014,0.003026057,0.003445776,0.01038323,0.04661284],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02027415,0.3369795,0.109565,0.0006042147,0.0004199011,0.0008906601,0.006366809,0.003215292,0.00298183,0.00154303,0.03333858,0.483821],"study_design_scores_gemma":[0.03476913,0.2561965,0.5755379,0.0008689057,0.0009447942,0.0008447676,0.03657208,0.01123837,0.008636798,0.002012708,0.07193707,0.0004409215],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688204,0.0002004123,0.0008801768,0.007459264,0.0005771891,0.008593903,0.0006159456,0.0002647164,0.012588],"genre_scores_gemma":[0.9670206,0.0004400746,0.00845935,0.003423241,0.0002881538,0.008788124,0.001285823,0.00006997557,0.01022473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9724365,"threshold_uncertainty_score":0.1457714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09775457193976778,"score_gpt":0.5267713943910248,"score_spread":0.4290168224512571,"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."}}