{"id":"W2026177865","doi":"10.1016/j.jmir.2011.10.001","title":"Radiotherapy Treatment Review: A Prospective Evaluation of Concordance between Clinical Specialist Radiation Therapist and Radiation Oncologist in Patient Assessments","year":2012,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Juravinski Cancer Centre; Cancer Care Ontario; Princess Margaret Cancer Centre","funders":"","keywords":"Concordance; Medicine; Common Terminology Criteria for Adverse Events; Radiation therapy; Radiation oncologist; Radiation Therapist; Adverse effect; Kappa; Breast cancer; Internal medicine; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.01563662,0.000258284,0.00104422,0.005362032,0.001044571,0.001594674,0.001201419,0.0008449406,0.002061485],"category_scores_gemma":[0.09783701,0.000536654,0.001231088,0.004394779,0.0004762945,0.001922935,0.002357124,0.0006054029,0.0006893001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001555446,"about_ca_system_score_gemma":0.003105367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004395971,"about_ca_topic_score_gemma":0.01002642,"domain_scores_codex":[0.9701866,0.01379754,0.008479231,0.001943834,0.004926132,0.0006665933],"domain_scores_gemma":[0.8592272,0.04516098,0.05982886,0.00508835,0.02829542,0.002399183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006771233,0.0001414634,0.9826531,0.0008131712,0.0004043936,0.0002549357,0.002495592,0.00009780661,0.0004028723,0.00006125731,0.001269294,0.01072887],"study_design_scores_gemma":[0.00005678045,0.00045881,0.9916816,0.0003028769,0.0004476673,0.001160006,0.001669971,0.0003106421,0.0004238718,0.0000332546,0.003423576,0.00003095631],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981403,0.005848201,0.0009239816,0.0004691979,0.00009045134,0.0009967508,0.003849751,0.00006221291,0.006356444],"genre_scores_gemma":[0.9934314,0.001207159,0.001931214,0.000288059,0.00005380124,0.000613366,0.001790572,0.00004075307,0.0006437818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01563662,"threshold_uncertainty_score":0.08269536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07050783725400371,"score_gpt":0.5269198053890097,"score_spread":0.456411968135006,"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."}}