{"id":"W3031107464","doi":"10.1186/s13014-020-01576-6","title":"PET/CT of breast cancer regional nodal recurrences: an evaluation of contouring atlases","year":2020,"lang":"en","type":"article","venue":"Radiation Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Contouring; Radiation therapy; Breast cancer; Nuclear medicine; Radiology; Population; Adjuvant radiotherapy; Cancer; Internal medicine","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":[0.0001565335,0.00008508698,0.0001784491,0.00002493,0.00003126864,0.000002028869,0.00008040947,0.00002032417,0.00009125175],"category_scores_gemma":[0.00006702149,0.00008215946,0.00004888835,0.00007565365,0.00008850801,0.000007406558,0.00002529547,0.00003279731,0.000001341486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007899584,"about_ca_system_score_gemma":0.0004066924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002588081,"about_ca_topic_score_gemma":0.0002671367,"domain_scores_codex":[0.9991611,0.000150399,0.0002082903,0.0002091654,0.0001756221,0.00009537996],"domain_scores_gemma":[0.9993061,0.00002621839,0.0002393029,0.0001004383,0.0002774551,0.00005046747],"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":[0.002658791,0.001165541,0.390101,0.0001940074,0.001195689,0.00001875637,0.002227121,0.01144207,0.1715176,0.0006572418,0.009821228,0.409001],"study_design_scores_gemma":[0.009432537,0.002068854,0.863151,0.00007187908,0.0006712998,0.0002545307,0.001293286,0.006070121,0.09303725,0.0001597993,0.02331462,0.000474848],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954746,0.001494182,0.00004252886,0.002193096,0.0001280825,0.0001627033,0.0001547597,0.000006184574,0.0003438776],"genre_scores_gemma":[0.9985799,0.000485046,0.0001660921,0.0002162708,0.000322562,0.00005277907,0.0001662184,0.000007006735,0.000004161506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4730499,"threshold_uncertainty_score":0.3350365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05561834932107501,"score_gpt":0.3625124104782766,"score_spread":0.3068940611572016,"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."}}