{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0009194327,0.0002719636,0.0005948149,0.0001169449,0.0002897301,8.23858e-7,0.0003793184,0.005163705,0.001596803],"category_scores_gemma":[0.002057345,0.000240832,0.000107603,0.0002608377,0.0001860719,0.00008889542,0.0001750664,0.01927207,0.000799022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006964525,"about_ca_system_score_gemma":0.002845342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003093436,"about_ca_topic_score_gemma":0.0001737212,"domain_scores_codex":[0.9956968,0.0008007031,0.001109861,0.0004635655,0.001166572,0.0007625255],"domain_scores_gemma":[0.9968131,0.001419339,0.000918363,0.000478587,0.0001099456,0.0002606326],"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":[0.00002713993,0.0001015095,0.0008591829,0.0003017217,0.00001301807,0.00009043168,0.002165406,0.000002313828,0.000005713816,0.00006395556,0.7170836,0.279286],"study_design_scores_gemma":[0.001069278,0.0000882859,0.0006932854,0.0002976275,0.00002218539,0.000001216382,0.00007703846,0.0002328623,0.00001159854,0.0006274479,0.9966542,0.0002249374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008515287,0.00006897008,0.01070527,0.9623855,0.009007143,0.001273559,0.000076009,0.0001232714,0.0155088],"genre_scores_gemma":[0.01021372,0.000138451,0.0001133961,0.9739501,0.01205333,0.0003618975,0.00221092,0.00006418543,0.0008939816],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2795707,"threshold_uncertainty_score":0.999979,"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."}}