{"id":"W2164837647","doi":"10.1186/bcr3688","title":"Developing a new generation of breast cancer clinical gene expression tests","year":2014,"lang":"en","type":"letter","venue":"Breast Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Canada Research Chairs; University of Toronto","funders":"","keywords":"Medicine; Oncology; Surgical oncology; Breast cancer; Internal medicine; Estrogen receptor; Adjuvant; Chemotherapy; Cancer; Gynecology; Bioinformatics; Biology","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":[0.008515992,0.0005773016,0.001084959,0.0008339893,0.0007175141,0.003055657,0.001397626,0.008780291,0.001917742],"category_scores_gemma":[0.02991046,0.0005122088,0.0009245392,0.0007279068,0.001683627,0.003045037,0.001219088,0.01176235,0.002086252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00190312,"about_ca_system_score_gemma":0.001788865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007847272,"about_ca_topic_score_gemma":0.001262566,"domain_scores_codex":[0.9934365,0.002429015,0.0009170849,0.0007461435,0.002092768,0.0003785608],"domain_scores_gemma":[0.9741557,0.01480769,0.001078289,0.001273552,0.007264296,0.001420488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007331158,0.0003564563,0.02917343,0.000473017,0.0001573127,0.004071272,0.0003204613,0.001057128,0.005996965,0.01784528,0.465618,0.4741976],"study_design_scores_gemma":[0.0006027935,0.001043339,0.01110374,0.0006212832,0.0002432982,0.01325967,0.0005008135,0.009880618,0.006906143,0.06024421,0.8954337,0.0001603227],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009917785,0.01405611,0.01997497,0.9273586,0.01990498,0.0002770506,0.0003342057,0.0002523518,0.007923975],"genre_scores_gemma":[0.07700404,0.01675396,0.05089108,0.7757518,0.06477921,0.000891012,0.000647609,0.0000968056,0.01318443],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008780291,"threshold_uncertainty_score":0.04503745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1678548222274714,"score_gpt":0.4464858983262081,"score_spread":0.2786310760987367,"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."}}