{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008096027,0.0001749305,0.0002781315,0.00001984968,0.0002492437,0.00003977253,0.000092153,0.00003868309,0.00006195621],"category_scores_gemma":[0.000006635209,0.000190238,0.00007745488,0.0002239629,0.00002289063,0.0002245511,0.00002760116,0.0002495397,0.00000501499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001247337,"about_ca_system_score_gemma":0.0002518114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002880138,"about_ca_topic_score_gemma":0.00001280146,"domain_scores_codex":[0.998758,0.00008721973,0.0002931182,0.0003573325,0.0001696592,0.0003347005],"domain_scores_gemma":[0.9991871,0.00005786297,0.0002567219,0.0002930907,0.0001138778,0.00009134049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002655203,0.001366807,0.3846466,0.0005467468,0.000526307,0.00002616769,0.01954393,0.0005572338,0.2046731,0.04313305,0.001602593,0.3431119],"study_design_scores_gemma":[0.01036371,0.0004021144,0.3165987,0.001392021,0.00005316841,0.00001125739,0.002603258,0.01308547,0.5533952,0.07134965,0.02856813,0.002177346],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6790812,0.0008792412,0.316339,0.001164216,0.0001543295,0.00064212,0.0001535127,0.0003646843,0.001221709],"genre_scores_gemma":[0.965031,0.00008636047,0.03180304,0.0009176876,0.001293473,0.00009438404,0.0002618156,0.00006656498,0.0004457178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3487221,"threshold_uncertainty_score":0.7757682,"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."}}