{"id":"W2740195285","doi":"10.1016/j.brachy.2017.06.010","title":"Brachytherapy patient safety events in an academic radiation medicine program","year":2017,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"U.S. Nuclear Regulatory Commission","keywords":"Medicine; Brachytherapy; Medical physics; Nuclear medicine; Radiation therapy; Radiology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003048205,0.0002787324,0.0004924631,0.0001418117,0.0002567917,0.0000219108,0.0002026213,0.0001786448,0.0001952236],"category_scores_gemma":[0.00005630078,0.0002141955,0.0000874281,0.0001144961,0.0001222612,0.0004364983,0.00002324611,0.0003342941,0.00002330488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002430355,"about_ca_system_score_gemma":0.000111073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002826256,"about_ca_topic_score_gemma":0.00014391,"domain_scores_codex":[0.9980971,0.00009054378,0.0005240517,0.0004962228,0.0003808771,0.0004112313],"domain_scores_gemma":[0.9983854,0.00004722453,0.0003579583,0.0008774079,0.00008070581,0.0002513518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006722267,0.0005491342,0.3768622,0.00001602881,0.00004761218,0.00003454031,0.001187433,0.00001113889,0.0002584799,0.0001303562,0.0001549638,0.6200759],"study_design_scores_gemma":[0.009586505,0.005253508,0.9326558,0.0003359281,0.00003574701,0.0000287977,0.0001071659,0.00050111,0.0009067362,0.0005468956,0.04981836,0.0002235071],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982282,0.004897756,0.00003575412,0.009051264,0.000448545,0.002305183,0.00001456117,0.000119422,0.0008455227],"genre_scores_gemma":[0.9828237,0.01326648,0.0004203963,0.002095839,0.0004710301,0.0005936201,0.0001621113,0.00005236743,0.0001144361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6198524,"threshold_uncertainty_score":0.873464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03471571681700162,"score_gpt":0.3807563740013001,"score_spread":0.3460406571842984,"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."}}