{"id":"W2097127193","doi":"10.1016/j.ijrobp.2007.01.070","title":"Target Volume Delineation for Partial Breast Radiotherapy Planning: Clinical Characteristics Associated with Low Interobserver Concordance","year":2007,"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":145,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; University of British Columbia; BC Cancer Agency","funders":"","keywords":"Seroma; Medicine; Concordance; Contouring; Nuclear medicine; Radiation therapy; Breast-conserving surgery; Intraclass correlation; Radiology; Breast cancer; Surgery; Mastectomy; Cancer; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009101992,0.0002257397,0.0004454258,0.00005953359,0.00008233541,0.00002538196,0.0003233725,0.0002888286,0.00001354987],"category_scores_gemma":[0.0003860045,0.0001954771,0.0002250919,0.00007615924,0.0002296945,0.00003321333,0.0000412781,0.000230383,0.00000220721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003502123,"about_ca_system_score_gemma":0.0003322057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005450331,"about_ca_topic_score_gemma":0.000008737708,"domain_scores_codex":[0.9982242,0.0001539321,0.0008853389,0.0002895475,0.0001752268,0.0002717531],"domain_scores_gemma":[0.9968333,0.0002664,0.001435944,0.000133641,0.001226658,0.0001041032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003392465,0.000547018,0.9287526,0.000003780531,0.001626159,0.00001467148,0.0001412283,0.0006011583,0.003029719,0.0002773971,0.001694503,0.05991927],"study_design_scores_gemma":[0.01777036,0.00450658,0.8911194,0.0001397413,0.0002494754,0.0002463044,0.0001084008,0.005283316,0.006644189,0.0004996773,0.07287011,0.0005624457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6047965,0.0002830014,0.3918478,0.0007164264,0.001902567,0.0001737657,0.0002425404,0.0000147097,0.00002276225],"genre_scores_gemma":[0.9863077,0.0002086366,0.006079012,0.001014694,0.005459845,0.00001639167,0.0008207574,0.00003812772,0.00005476658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3857688,"threshold_uncertainty_score":0.7971323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02138553300934835,"score_gpt":0.3521219648185379,"score_spread":0.3307364318091895,"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."}}