{"id":"W4315648223","doi":"10.3390/biom13010147","title":"Combination Analysis of Ferroptosis and Immune Status Predicts Patients Survival in Breast Invasive Ductal Carcinoma","year":2023,"lang":"en","type":"article","venue":"Biomolecules","topic":"Ferroptosis and cancer prognosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Science Foundation of Heilongjiang Province; Department of Education, Heilongjiang Province; National Natural Science Foundation of China; Cumming School of Medicine, University of Calgary; Harbin Medical University","keywords":"Immune system; Proportional hazards model; Oncology; Breast cancer; Immunity; Univariate analysis; Univariate; Biology; Internal medicine; Cancer; Immunology; Multivariate analysis; Multivariate statistics; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001255554,0.0001282819,0.000397775,0.0007317623,0.00003182713,0.00001270124,0.00005471206,0.00006891752,0.00002903162],"category_scores_gemma":[0.00006598393,0.0001172378,0.0001076436,0.001914133,0.000121689,0.00005976929,0.00007697647,0.00005932418,0.000003648335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006608137,"about_ca_system_score_gemma":0.00006669714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001315959,"about_ca_topic_score_gemma":0.0001940083,"domain_scores_codex":[0.998808,0.0000609757,0.0003164915,0.0002586172,0.0003166844,0.0002392833],"domain_scores_gemma":[0.9994081,0.00004709569,0.0001066595,0.0001772829,0.0001659711,0.00009493496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000139632,0.0002793718,0.9773192,0.00009227814,0.00034881,0.0000123293,0.0004806166,0.000003720574,0.01920947,0.0001170765,0.00005520504,0.001942301],"study_design_scores_gemma":[0.001795324,0.000264819,0.9824937,0.00006099675,0.000507226,0.000001473505,0.0005731015,0.0005328052,0.01365292,0.000009410416,0.000007583713,0.0001006374],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985931,0.0002336992,0.000004241831,0.0003771294,0.00008023095,0.0002471715,0.0001975751,0.00003225121,0.0002345814],"genre_scores_gemma":[0.9989614,0.0003326133,0.00002882515,0.00002607726,0.00001049916,0.00002956546,0.0005763762,0.0000153734,0.00001919958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005556548,"threshold_uncertainty_score":0.4780818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01435318072810037,"score_gpt":0.2542403027606893,"score_spread":0.2398871220325889,"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."}}