{"id":"W2800990186","doi":"10.1016/j.ijrobp.2018.02.156","title":"Radiation, then On to Surgery","year":2018,"lang":"en","type":"letter","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Supraclavicular fossa; Axilla; Palpation; Radiation therapy; Erythema; Surgery; Radiology; Cosmesis; Axillary lymph nodes; Breast cancer; Internal medicine; Cancer","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":[0.0006882259,0.0003267094,0.0004765468,0.0002994059,0.002068991,0.001537062,0.0005996481,0.01292674,0.007984591],"category_scores_gemma":[0.007714079,0.000221977,0.0006621687,0.0002114065,0.001266776,0.001387693,0.0008167143,0.02036789,0.004139691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001888433,"about_ca_system_score_gemma":0.001057457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001421621,"about_ca_topic_score_gemma":0.003896305,"domain_scores_codex":[0.9994712,0.0001367714,0.00005168431,0.00008363956,0.0001566586,0.0001000258],"domain_scores_gemma":[0.9987582,0.0006003422,0.00006697809,0.00009489675,0.0001751892,0.0003043797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001633831,0.00009573631,0.001631605,0.00007685977,0.00002897839,0.008622536,0.0001554876,0.0001342923,0.0007393115,0.01036546,0.9513981,0.02658825],"study_design_scores_gemma":[0.00008994056,0.0001489215,0.001525745,0.0001548565,0.00002151943,0.008583155,0.0003874526,0.0002593397,0.0004552759,0.02088258,0.9674647,0.00002663841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001529146,0.002541908,0.0003213793,0.9546181,0.02891421,0.00002516937,0.00004974755,0.00003883276,0.01196152],"genre_scores_gemma":[0.02056199,0.003519099,0.0006422489,0.8723032,0.05667575,0.00005785322,0.00005678875,0.00003771711,0.04614542],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01292674,"threshold_uncertainty_score":0.02671105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02002331448455678,"score_gpt":0.3151757886879882,"score_spread":0.2951524742034314,"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."}}