{"id":"W2015983160","doi":"10.3390/cancers2021040","title":"Biomarkers for Basal-like Breast Cancer","year":2010,"lang":"en","type":"article","venue":"Cancers","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Breast cancer; Biomarker; Biomarker discovery; Gene expression profiling; Oncology; Microarray; Medicine; Basal (medicine); Cancer; Bioinformatics; Internal medicine; Gene expression; Pathology; Biology; Computational biology; Gene; Proteomics; Genetics","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":[0.00005229549,0.0001616018,0.0001234559,0.00002547913,0.0001127945,0.00001346017,0.0001405604,0.0001024241,0.00009662351],"category_scores_gemma":[0.00001345528,0.0001479602,0.0001020472,0.00006809935,0.0001401745,0.000003269119,0.00004586014,0.00005786091,0.000005214354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148241,"about_ca_system_score_gemma":0.0003874927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000672557,"about_ca_topic_score_gemma":0.002018003,"domain_scores_codex":[0.9991884,0.000007485692,0.0001023076,0.0003473667,0.00007269385,0.000281806],"domain_scores_gemma":[0.9994798,0.0000111687,0.00005280304,0.0002711389,0.00009829485,0.00008682388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001286785,0.00004432251,0.05366237,0.00008133834,0.001335369,0.000003057788,0.000159438,0.0001538319,0.612358,0.0002022444,0.279211,0.05150225],"study_design_scores_gemma":[0.004652171,0.0001696694,0.1341231,0.00004448332,0.0002424471,0.0000411459,0.0002947895,0.0001458243,0.1399739,0.0002080035,0.7191433,0.000961064],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838258,0.001933098,0.0005865378,0.003528712,0.004994389,0.0007064056,0.001796926,0.00006387556,0.002564276],"genre_scores_gemma":[0.9956896,0.000273267,0.0007397183,0.001171117,0.000900308,0.000546816,0.00009246216,0.00003924182,0.0005474606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4723841,"threshold_uncertainty_score":0.6033643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007991934601686058,"score_gpt":0.2670376127035483,"score_spread":0.2590456781018622,"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."}}