{"id":"W4416392356","doi":"10.3390/curroncol32110643","title":"Diversity and Experiences of Radiation Oncologists in Canada: A Survey of Gender Identity, Sexual Orientation, Disability, Race, Ethnicity, Religion, and Workplace Discrimination—A National Cross-Sectional Electronic Survey","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; McGill University; University of Toronto; University of Calgary","funders":"American College of Radiation Oncology","keywords":"Harassment; Mentorship; Diversity (politics); Affect (linguistics); Census; Gender diversity; Attrition; Ethnic group","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001203906,0.0001255619,0.0002621363,0.0014534,0.003050076,0.001065415,0.000737992,0.0002916683,0.001497527],"category_scores_gemma":[0.003374933,0.0002725103,0.0002520596,0.003622358,0.0008090097,0.0005874301,0.001339733,0.0005641714,0.0002044192],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01338346,"about_ca_system_score_gemma":0.02544696,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.971562,"about_ca_topic_score_gemma":0.9846052,"domain_scores_codex":[0.9984676,0.0001882073,0.0001342696,0.0001506,0.0006615911,0.0003977423],"domain_scores_gemma":[0.9968952,0.0002896377,0.0008540832,0.00006232582,0.001092715,0.0008060535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000401086,0.00005990411,0.969036,0.0001746182,0.00002506559,0.000196158,0.01491052,0.00005789098,0.0003202205,0.0001139556,0.003266364,0.01179921],"study_design_scores_gemma":[0.000003212859,0.00002911055,0.9736574,0.0001035692,0.000007725387,0.0001083885,0.02277654,0.00008424333,0.00007155559,0.00002294641,0.003123066,0.00001217112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923848,0.0004437321,0.00007773175,0.001063596,0.000008365914,0.00007918117,0.003273436,0.000007743,0.002661433],"genre_scores_gemma":[0.9961659,0.0008899081,0.0002842845,0.0005478368,0.000007067912,0.00005827264,0.001294224,0.000004319234,0.0007483126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9866166,"threshold_uncertainty_score":0.09710425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1367854460354381,"score_gpt":0.4383963620383997,"score_spread":0.3016109160029616,"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."}}