{"id":"W2588310132","doi":"10.1016/j.tipsro.2017.01.002","title":"Risk management, quality and safety in ESTRO","year":2017,"lang":"en","type":"editorial","venue":"Technical Innovations & Patient Support in Radiation Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiation therapy; Quality assurance; Medicine; Radiation oncology; Medical physics; Quality (philosophy); Health care; Clinical Oncology; Surgical oncology; Cancer; Oncology; Surgery; Internal medicine; Pathology","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":[0.03701235,0.0009106905,0.0008862342,0.002900291,0.003850916,0.0162348,0.002778702,0.009173011,0.01495283],"category_scores_gemma":[0.0550655,0.0006303567,0.001240626,0.002492566,0.01404874,0.01141395,0.01602876,0.01168665,0.002812368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01207536,"about_ca_system_score_gemma":0.02063277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007733504,"about_ca_topic_score_gemma":0.005659986,"domain_scores_codex":[0.9674178,0.01424887,0.001893923,0.002226385,0.01197024,0.0022427],"domain_scores_gemma":[0.9535603,0.02129295,0.004429678,0.00302386,0.0118086,0.005884621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005119677,0.00008293572,0.001933509,0.0003584817,0.00005031159,0.0004576777,0.002159652,0.002315955,0.0001642224,0.8193684,0.09042629,0.08263138],"study_design_scores_gemma":[0.00002115599,0.00008222195,0.001020975,0.001408285,0.00001769149,0.0005003538,0.001573303,0.001021243,0.0002623418,0.5556958,0.4383319,0.00006472097],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.006144266,0.05638773,0.08177701,0.5845565,0.007702727,0.0002760595,0.0002480686,0.0004460216,0.2624615],"genre_scores_gemma":[0.4872777,0.06289033,0.08448774,0.1925406,0.01423059,0.0007758281,0.0007230045,0.0008990877,0.1561751],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03701235,"threshold_uncertainty_score":0.1957424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01809352673870258,"score_gpt":0.3838615133964551,"score_spread":0.3657679866577526,"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."}}