{"id":"W2055325944","doi":"10.1118/1.2761553","title":"WE‐D‐BRB‐01: Support for Staffing and Assuring Quality in Radiation Oncology","year":2007,"lang":"en","type":"article","venue":"Medical Physics","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiation oncology; Staffing; Medical physics; Quality (philosophy); Medicine; Radiation therapy; Quality assurance; Radiology; Nursing; External quality assessment; Pathology; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.08485269,0.0009894562,0.001376968,0.003993617,0.005387092,0.009745335,0.009177896,0.006846533,0.1363864],"category_scores_gemma":[0.1664561,0.00132943,0.001286738,0.003933337,0.003380427,0.004604269,0.01253535,0.007946944,0.1001769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03608945,"about_ca_system_score_gemma":0.2017762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1753859,"about_ca_topic_score_gemma":0.2351269,"domain_scores_codex":[0.913853,0.02023702,0.005432799,0.004837411,0.04427923,0.01136047],"domain_scores_gemma":[0.5119798,0.04465015,0.01385574,0.03223995,0.1913912,0.2058832],"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":[0.00007110421,0.0001043884,0.001098186,0.00008607328,0.000009587596,0.00004007122,0.0003322524,0.0001568431,0.0005243948,0.002110014,0.9225928,0.07287434],"study_design_scores_gemma":[0.0001276701,0.00008423178,0.004493274,0.0002982846,0.000007666038,0.00009958587,0.0003790071,0.0007920185,0.0006189625,0.001745356,0.9913126,0.00004138656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005518992,0.00417897,0.04009101,0.5351023,0.01191757,0.006565257,0.0124387,0.02097718,0.36321],"genre_scores_gemma":[0.0690298,0.005202624,0.2211505,0.1206286,0.004994542,0.007915989,0.02177978,0.01350593,0.5357923],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1753859,"threshold_uncertainty_score":0.4562581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03899186433067474,"score_gpt":0.3978828680074021,"score_spread":0.3588910036767273,"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."}}