{"id":"W4322771117","doi":"10.1158/1538-7445.sabcs22-p5-02-04","title":"Abstract P5-02-04: Immune Signatures Display Subtype-Specific Activation in Breast Cancer","year":2023,"lang":"en","type":"article","venue":"Cancer Research","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Seagen (Canada)","funders":"","keywords":"Breast cancer; Medicine; Internal medicine; Oncology; Trastuzumab; Immune system; Cancer; Metastatic breast cancer; Lymph node; Population; Immunohistochemistry; Immunology","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":[0.0003670097,0.0001351553,0.0002555324,0.0005552809,0.0001712959,0.0004172646,0.0001825803,0.0001940101,0.00413064],"category_scores_gemma":[0.0004299501,0.00004784882,0.0002172505,0.0005671848,0.0001601092,0.0001627282,0.000322058,0.0002132494,0.000734131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001918291,"about_ca_system_score_gemma":0.0002538931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003695785,"about_ca_topic_score_gemma":0.0003662846,"domain_scores_codex":[0.9998488,0.00002907235,0.00001448057,0.00003128299,0.00004335846,0.0000329873],"domain_scores_gemma":[0.9996978,0.00005946523,0.0001073209,0.00003198982,0.00004632473,0.00005698311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003471608,0.0003173469,0.6380931,0.0003803166,0.0001300616,0.0007338875,0.0001489619,0.000680552,0.2856121,0.0004872995,0.002752855,0.06719194],"study_design_scores_gemma":[0.00003969947,0.0005609444,0.977821,0.00001767579,0.00005745823,0.001696908,0.000122248,0.0008743919,0.0156618,0.0003246587,0.002818062,0.000005086818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948198,0.0006506673,0.0007428955,0.00006678425,0.000008617984,0.00003754576,0.001444642,0.00003290239,0.002196075],"genre_scores_gemma":[0.996388,0.0001575965,0.0006285172,0.00005807241,0.00001838254,0.0000225551,0.001985553,0.000009596081,0.0007317988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00413064,"threshold_uncertainty_score":0.01381832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08660148971338832,"score_gpt":0.4245499976174978,"score_spread":0.3379485079041095,"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."}}