{"id":"W4376604489","doi":"10.1101/cshperspect.a041324","title":"Breast Cancer Immunity: It is TIME for the Next Chapter","year":2023,"lang":"en","type":"article","venue":"Cold Spring Harbor Perspectives in Medicine","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Immune system; Breast cancer; Disease; Tumor microenvironment; Cancer; Metastasis; Immunology; Proteomics; Biology; Computational biology; Bioinformatics; Medicine; Internal medicine; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006886514,0.0001966692,0.0003645544,0.000241386,0.0001715007,0.00001716968,0.0002146717,0.00007745874,0.001865542],"category_scores_gemma":[0.00009544299,0.0001303486,0.000125437,0.0005787261,0.0003902399,0.0000775364,0.00005449056,0.0002779198,0.00004772464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002801456,"about_ca_system_score_gemma":0.00008649418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008798228,"about_ca_topic_score_gemma":0.00004692904,"domain_scores_codex":[0.9987252,0.00002316364,0.0002734022,0.0003317964,0.0002885125,0.0003579471],"domain_scores_gemma":[0.9989197,0.0003017567,0.00007687679,0.0004795444,0.0001468851,0.00007522967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01124476,0.0004799717,0.01416166,0.0005894626,0.002601419,0.0001623477,0.04777292,0.00003091374,0.7828868,0.01316153,0.09694566,0.02996255],"study_design_scores_gemma":[0.01490039,0.0007705047,0.6887733,0.002838499,0.0004930322,0.00003170433,0.02075525,0.006980968,0.004181325,0.00009929218,0.2595413,0.0006344738],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4040539,0.04331175,0.0002086817,0.5431334,0.0014766,0.003411508,0.0001043732,0.0004426732,0.003857183],"genre_scores_gemma":[0.9798188,0.01054052,0.00006266374,0.005289009,0.0009671819,0.000287322,0.000001643632,0.00006073344,0.002972091],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7787055,"threshold_uncertainty_score":0.9990469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04505078346901818,"score_gpt":0.3268834844021467,"score_spread":0.2818327009331285,"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."}}