{"id":"W3195165759","doi":"10.1097/hp.0000000000001461","title":"Contamination Resulting From a Broken 125I Seed During a Brachytherapy Procedure","year":2021,"lang":"en","type":"article","venue":"Health Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Brachytherapy; Radioactive source; Contamination; Radioactive contamination; Workflow; Medical physics; Radioactive waste; Environmental science; Medicine; Waste management; Computer science; Radiation therapy; Engineering; Surgery","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":[0.0007154496,0.0004301661,0.0005672022,0.000760088,0.001275678,0.0009368373,0.0005774161,0.001851684,0.002762707],"category_scores_gemma":[0.004185824,0.0006339206,0.0008926385,0.0006475794,0.0009273859,0.0005454362,0.00111471,0.001976856,0.001113823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008302147,"about_ca_system_score_gemma":0.0007333268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001739718,"about_ca_topic_score_gemma":0.001889827,"domain_scores_codex":[0.9992419,0.0001614496,0.00007031315,0.0001169639,0.0003090818,0.000100275],"domain_scores_gemma":[0.9967238,0.001434634,0.0008275925,0.0004446464,0.0002892757,0.0002799644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.004377168,0.0005599317,0.08731791,0.0008950528,0.0002962561,0.5452277,0.007279615,0.004308888,0.2769601,0.001413797,0.006469658,0.06489395],"study_design_scores_gemma":[0.0001748985,0.005473637,0.0774394,0.0002762637,0.000519519,0.5405574,0.001959744,0.01049025,0.3378951,0.001455397,0.02349389,0.0002644971],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701029,0.001905626,0.02010249,0.001544057,0.0004554099,0.0001794255,0.0002292184,0.0005378356,0.00494302],"genre_scores_gemma":[0.9927418,0.0003681605,0.004466151,0.0006288362,0.00006867476,0.00002273218,0.0001114493,0.0001514163,0.001440798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002762707,"threshold_uncertainty_score":0.009242177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01253202468778159,"score_gpt":0.3078564536888972,"score_spread":0.2953244290011156,"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."}}