{"id":"W4387244435","doi":"10.1186/s13058-023-01704-6","title":"Evaluation of the association of area-level socioeconomic deprivation and breast cancer recurrence by oestrogen receptor subtypes in Scotland","year":2023,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"National Cancer Institute","keywords":"Medicine; Breast cancer; Mastectomy; Incidence (geometry); Oncology; Internal medicine; Proportional hazards model; Surgical oncology; Stage (stratigraphy); Cancer; Gynecology","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":[0.001814716,0.0001071751,0.0001630907,0.00009182868,0.0000898575,0.00001221676,0.0001699151,0.0001089933,0.00006148823],"category_scores_gemma":[0.0001214832,0.00008855946,0.0000423671,0.0003423966,0.0001477787,0.00001265087,0.0001674493,0.0001163859,0.000003467199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005009977,"about_ca_system_score_gemma":0.0005719104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004785613,"about_ca_topic_score_gemma":0.00467319,"domain_scores_codex":[0.9982412,0.0003355349,0.0002263616,0.0003135974,0.0006147539,0.0002685015],"domain_scores_gemma":[0.9987962,0.00006394422,0.0001728159,0.000182046,0.0007513292,0.00003367923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001660574,0.00004602871,0.9036952,0.00003585593,0.0001313809,4.162132e-8,0.0001774963,0.0001182708,0.0640922,0.00000850341,0.005108219,0.02642071],"study_design_scores_gemma":[0.001003249,0.0000175369,0.9709579,0.0001013538,0.00003712087,0.000002325092,0.0001499867,0.0001311203,0.02727584,0.0001026219,0.0001401106,0.00008083117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993011,0.001529493,0.000001496347,0.003008834,0.00008914795,0.0003778203,0.00192354,0.000004340356,0.0000543442],"genre_scores_gemma":[0.9969369,0.002436858,0.000006926929,0.00001374765,0.00008829663,0.0003226016,0.00007551022,0.00001431341,0.0001049091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06726266,"threshold_uncertainty_score":0.7234447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05863440448301944,"score_gpt":0.3673786920206446,"score_spread":0.3087442875376252,"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."}}