{"id":"W2808327350","doi":"10.21037/apm.2018.05.13","title":"Radiotherapy for patients with unresected locally advanced breast cancer","year":2018,"lang":"en","type":"article","venue":"Annals of Palliative Medicine","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Radiation therapy; Breast cancer; External beam radiotherapy; Cancer; Surgery; Systemic therapy; Radiology; Internal medicine; Brachytherapy","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":[0.00005846446,0.0001666993,0.0002510731,0.00003420488,0.00005962597,0.000001610204,0.0001043433,0.00004575058,0.00005755271],"category_scores_gemma":[0.0000566491,0.0001071505,0.00003950949,0.0001185081,0.0004334075,0.00000361149,0.0000197372,0.00002713204,5.181524e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001421206,"about_ca_system_score_gemma":0.00005360186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009725658,"about_ca_topic_score_gemma":0.0002057643,"domain_scores_codex":[0.9991776,0.000022407,0.0001650318,0.0002646346,0.0001597259,0.0002106273],"domain_scores_gemma":[0.9984255,0.0000319789,0.0001551919,0.0001824184,0.001145753,0.00005919859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01699523,0.000656362,0.8484142,0.0001258989,0.002646421,0.000001149567,0.001278029,0.00002769519,0.0316059,0.0001895811,0.02670034,0.07135915],"study_design_scores_gemma":[0.00706951,0.004555813,0.946997,0.0002458972,0.00004950289,3.395562e-7,0.00009548596,0.00001054956,0.03250537,0.00007901338,0.008216504,0.0001750356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787756,0.002844247,0.00626841,0.01032055,0.0002102261,0.0007816649,0.0005499301,0.00001514486,0.000234208],"genre_scores_gemma":[0.9959698,0.001079443,0.0007736519,0.001222609,0.0005570782,0.0001200648,0.0001400461,0.00002439008,0.0001129121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09858274,"threshold_uncertainty_score":0.4369472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02467917660288125,"score_gpt":0.3517425521683267,"score_spread":0.3270633755654455,"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."}}