{"id":"W1985364353","doi":"10.1016/j.ijrobp.2006.05.066","title":"Consistency in seroma contouring for partial breast radiotherapy: Impact of guidelines","year":2006,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Seroma; Contouring; Consistency (knowledge bases); Radiation therapy; General surgery; Medical physics; Radiology; Surgery; Artificial intelligence; Complication","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":[0.02444861,0.0002974804,0.000719483,0.001108166,0.0006601756,0.001841632,0.0008857251,0.0008198922,0.001640903],"category_scores_gemma":[0.1987498,0.0004078634,0.0006929421,0.001392872,0.001071973,0.001405127,0.001131309,0.001143947,0.0003109904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001095054,"about_ca_system_score_gemma":0.001362403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002385121,"about_ca_topic_score_gemma":0.004186009,"domain_scores_codex":[0.9795586,0.01088835,0.002724609,0.00092111,0.005475971,0.0004313518],"domain_scores_gemma":[0.7840788,0.1642244,0.0253232,0.01141667,0.01287173,0.002085053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009817717,0.0006969409,0.6195983,0.000707207,0.0006623111,0.0003459732,0.003673206,0.008033329,0.005213337,0.001937129,0.003601783,0.3457128],"study_design_scores_gemma":[0.0004799982,0.008471385,0.9311892,0.001042544,0.001079419,0.001803041,0.004048237,0.02147775,0.01159462,0.003414388,0.01520607,0.0001933929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812337,0.003928393,0.00705733,0.001268595,0.0003006141,0.0001953369,0.0002224075,0.0001200597,0.005673455],"genre_scores_gemma":[0.9949844,0.0003287319,0.004087636,0.0001388899,0.00004281562,0.00003399005,0.00008820646,0.00007763694,0.0002176292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02444861,"threshold_uncertainty_score":0.1292981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0206189007959942,"score_gpt":0.3578518562662325,"score_spread":0.3372329554702383,"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."}}