{"id":"W2932619366","doi":"10.32471/exp-oncology.2312-8852.vol-41-no-1.12593","title":"Integral characteristic of the immune system state predicts breast cancer outcome","year":2019,"lang":"en","type":"article","venue":"Experimental Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immune system; Breast cancer; Medicine; Cancer; Proportional hazards model; Oncology; Internal medicine; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003390842,0.0001375304,0.0001350808,0.0004980891,0.0001274592,0.0003222834,0.0000828935,0.0001924898,0.001816901],"category_scores_gemma":[0.001395316,0.00006252652,0.0001414818,0.0002404578,0.0002107725,0.0001801087,0.0002780964,0.0003107749,0.0001827792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001208515,"about_ca_system_score_gemma":0.00009734488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004407428,"about_ca_topic_score_gemma":0.0007404065,"domain_scores_codex":[0.9999067,0.00002536687,0.000008183284,0.00001611093,0.00002127399,0.00002246962],"domain_scores_gemma":[0.9993398,0.0001874276,0.0002360568,0.00004432957,0.0000717671,0.0001208058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000204361,0.00002258754,0.9941941,0.000008078712,0.00001632092,0.00002285104,0.00002749646,0.0000832701,0.001036745,0.00001792662,0.00006866558,0.004297569],"study_design_scores_gemma":[0.000003821466,0.00009111608,0.9987124,0.000003681722,0.00001626686,0.0001861821,0.00005453059,0.0003595793,0.0003541732,0.00004895191,0.0001668281,0.000002435727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991263,0.0002271509,0.0001660504,0.00002298255,0.000003759904,0.000004025706,0.00005532014,0.000004036674,0.000390325],"genre_scores_gemma":[0.9997424,0.00004617621,0.0000650588,0.00000405273,0.000004965263,0.000001925262,0.0000539936,5.116913e-7,0.00008084278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001816901,"threshold_uncertainty_score":0.006078124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01475253177779263,"score_gpt":0.3206451869412582,"score_spread":0.3058926551634655,"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."}}