{"id":"W2560580707","doi":"10.1002/ijc.30556","title":"A 16 Yin Yang gene expression ratio signature for ER+/node− breast cancer","year":2016,"lang":"id","type":"article","venue":"International Journal of Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; Research Institute in Oncology and Hematology; University of Manitoba; Manitoba Health","funders":"Western Canada Research Grid; Compute Canada; Cure Brain Cancer Foundation; Manitoba Medical Service Foundation","keywords":"Breast cancer; Gene expression; Gene; Oncology; Biology; Signature (topology); Medicine; Cancer; Internal medicine; Gene signature; Cancer research; Genetics; Bioinformatics; Gynecology; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004702041,0.0002645699,0.0003310384,0.000563501,0.0001559468,0.0004304153,0.0001590628,0.0001676262,0.001118699],"category_scores_gemma":[0.000679977,0.00007646139,0.0003913062,0.0005126521,0.0001581142,0.0001278095,0.0003745188,0.0002305828,0.0003011763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002233531,"about_ca_system_score_gemma":0.0003379548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000969569,"about_ca_topic_score_gemma":0.001517819,"domain_scores_codex":[0.9997662,0.00005026252,0.00001686889,0.00006872267,0.00005520953,0.00004272157],"domain_scores_gemma":[0.9997618,0.00005553749,0.00008678776,0.00002755368,0.0000337798,0.000034661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001317859,0.00009321234,0.7542645,0.0001716592,0.0002128898,0.0002964555,0.000115339,0.002774921,0.1795903,0.000363591,0.001670666,0.05912862],"study_design_scores_gemma":[0.00005033865,0.0005906267,0.9465082,0.00003263678,0.0002128628,0.001044089,0.0001437609,0.01432623,0.03126175,0.0007520884,0.00503354,0.00004377508],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935744,0.0004149506,0.002348786,0.0001133886,0.00001387916,0.00002338262,0.002693705,0.00006993816,0.0007474861],"genre_scores_gemma":[0.9889474,0.0002039039,0.005055051,0.00008916995,0.00001238267,0.0000332343,0.004792801,0.00001674118,0.0008493442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001118699,"threshold_uncertainty_score":0.003742397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009083912479018446,"score_gpt":0.3008579555288923,"score_spread":0.2917740430498739,"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."}}