{"id":"W2954164070","doi":"10.1200/jgo.19.00052","title":"Breast Cancer Care in South India: Is Practice Concordant With National Guidelines?","year":2019,"lang":"en","type":"article","venue":"Journal of Global Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Medicine; Cancer; Breast cancer; Family medicine; Gynecology; 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":[0.0001796,0.0001386895,0.0002905799,0.0000339375,0.00002524052,0.000008849446,0.0001429091,0.0001271047,0.00004202638],"category_scores_gemma":[0.00006828864,0.0001015997,0.00007100864,0.0001368154,0.00006032227,0.00001370107,0.00006531608,0.0001279652,0.00001025563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007246547,"about_ca_system_score_gemma":0.001709298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001242886,"about_ca_topic_score_gemma":0.0004192877,"domain_scores_codex":[0.9989266,0.00007046478,0.00035916,0.0001835486,0.0002735549,0.0001866314],"domain_scores_gemma":[0.9977819,0.0000251461,0.000507068,0.00009408287,0.001527273,0.00006451627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006620041,0.0002997951,0.9610489,0.0000273255,0.0008333515,0.0002239215,0.0008228277,0.0006415377,0.0009637155,0.00013897,0.01993364,0.008446001],"study_design_scores_gemma":[0.0139285,0.003721394,0.6868011,0.0001889567,0.0002903098,0.008668927,0.008312151,0.000008119609,0.0007535027,0.00007140837,0.2768268,0.0004288386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746595,0.005556908,0.00003429304,0.0121563,0.0006126849,0.0001809435,0.000341981,0.000003179821,0.006454218],"genre_scores_gemma":[0.9941586,0.0002545975,0.001536196,0.003518089,0.0004706045,0.000007915141,0.000007962995,0.000008934975,0.00003715444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2742478,"threshold_uncertainty_score":0.4143116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132268813764499,"score_gpt":0.3474849008198126,"score_spread":0.3361622126821676,"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."}}