{"id":"W2048614932","doi":"10.1016/j.radonc.2004.12.003","title":"Quality assurance in radiotherapy: evaluation of errors and incidents recorded over a 10 year period","year":2004,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":161,"is_retracted":false,"has_abstract":false,"ca_institutions":"Northeast Cancer Centre","funders":"","keywords":"Quality assurance; Documentation; Medicine; Medical physics; Quality (philosophy); Computer science","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":[0.005619221,0.0003967487,0.0004683515,0.005123753,0.0009975515,0.0008475129,0.0007928382,0.0006993752,0.0005938553],"category_scores_gemma":[0.03066692,0.0003527092,0.0005758859,0.004679816,0.000585194,0.0008564065,0.001370245,0.0007736831,0.0002764972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002119601,"about_ca_system_score_gemma":0.001927532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01460772,"about_ca_topic_score_gemma":0.01392068,"domain_scores_codex":[0.9910436,0.002141752,0.002312905,0.0007655225,0.003282057,0.0004541957],"domain_scores_gemma":[0.9328834,0.0115564,0.03048731,0.002404522,0.02062591,0.002042354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000420765,0.0001144868,0.9699292,0.0001564854,0.00008852131,0.0002348665,0.002563162,0.0005645588,0.0006653226,0.00004729725,0.0004680853,0.02474728],"study_design_scores_gemma":[0.000004635461,0.0006013508,0.9934012,0.00003616823,0.00003774425,0.0004394456,0.002782052,0.0006015002,0.0007636387,0.00002309197,0.001286422,0.00002273509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938508,0.0009181817,0.001861981,0.000173671,0.00005048766,0.0001467519,0.001377182,0.00007633275,0.001544612],"genre_scores_gemma":[0.9958183,0.0006563089,0.001473351,0.00005751389,0.00003569382,0.0000759297,0.001071907,0.00002096485,0.0007900445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01460772,"threshold_uncertainty_score":0.02971768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02391843784935955,"score_gpt":0.3758152718706697,"score_spread":0.3518968340213102,"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."}}