{"id":"W3000043704","doi":"10.1001/jamaoncol.2019.5559","title":"Association Between 21-Gene Assay Recurrence Score and Locoregional Recurrence Rates in Patients With Node-Positive Breast Cancer","year":2020,"lang":"en","type":"article","venue":"JAMA Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Cancer Institute; National Institutes of Health; Genomic Health","keywords":"Medicine; Breast cancer; Oncology; Internal medicine; Cancer recurrence; 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":[0.0009398113,0.0001889698,0.0002770662,0.0005322605,0.0001380334,0.0003253102,0.0002731974,0.0003284402,0.00110805],"category_scores_gemma":[0.004562731,0.0001367756,0.000387364,0.0004688779,0.0001534138,0.0002644806,0.0002038009,0.0003989036,0.0001816913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001886461,"about_ca_system_score_gemma":0.0001793242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001181418,"about_ca_topic_score_gemma":0.002148186,"domain_scores_codex":[0.9995166,0.0001641488,0.00006168427,0.00009300237,0.0001100969,0.00005446043],"domain_scores_gemma":[0.9971943,0.0007563955,0.001440337,0.0001866286,0.0001984976,0.0002238888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004111866,0.00002300796,0.9977006,0.000006633823,0.00006155177,0.00002233731,0.000009128513,0.00005573423,0.0001251173,0.000006704938,0.00009343478,0.001484427],"study_design_scores_gemma":[0.0000468565,0.0003215121,0.9985298,0.000004418675,0.00007797982,0.0002586131,0.00002276584,0.0004130864,0.0001013755,0.00001816502,0.0002009873,0.00000455269],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989436,0.0004885002,0.00007289054,0.0000443731,0.000005383212,0.000006425814,0.0002282711,0.000004334625,0.0002062216],"genre_scores_gemma":[0.9993063,0.00008557077,0.00006589406,0.00001765327,0.00001449013,0.000008207358,0.0003870229,0.000001884022,0.0001129099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001181418,"threshold_uncertainty_score":0.004970312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01347257215900546,"score_gpt":0.2663840157903118,"score_spread":0.2529114436313064,"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."}}