{"id":"W1969862185","doi":"10.1118/1.3522875","title":"Improving patient safety in radiation oncology","year":2010,"lang":"en","type":"letter","venue":"Medical Physics","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiation oncology; Medical physics; Medicine; Radiation therapy; Radiology","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":[0.007965661,0.000767901,0.0007887561,0.0008340155,0.01098379,0.005661978,0.001859169,0.07180684,0.01018515],"category_scores_gemma":[0.03954068,0.0007607254,0.001012485,0.001008811,0.005787491,0.00837812,0.004865009,0.04741762,0.006133378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01177779,"about_ca_system_score_gemma":0.02213748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01634931,"about_ca_topic_score_gemma":0.03495977,"domain_scores_codex":[0.9892046,0.003476198,0.001090808,0.001018508,0.003989946,0.001220089],"domain_scores_gemma":[0.9806619,0.008339332,0.001927775,0.000798366,0.003980886,0.004291773],"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":[0.00002347907,0.00007697463,0.001271307,0.0001065973,0.000007692418,0.001067532,0.0006709776,0.0000960911,0.0003049096,0.00480305,0.9690834,0.02248799],"study_design_scores_gemma":[0.00005454646,0.0001444532,0.002800225,0.0006172002,0.00001246466,0.002433926,0.001167184,0.0003992248,0.0001975563,0.01047187,0.9816585,0.00004280572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004009545,0.001231479,0.00007682542,0.988943,0.003730742,0.000009499587,0.000007747934,0.0000180431,0.005581751],"genre_scores_gemma":[0.00447469,0.001390589,0.0002724036,0.9790927,0.008112675,0.00002883767,0.00001160093,0.00001259135,0.006603961],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07180684,"threshold_uncertainty_score":0.08545423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03895099970187532,"score_gpt":0.3943324528444878,"score_spread":0.3553814531426124,"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."}}