{"id":"W4322760629","doi":"10.1158/1538-7445.sabcs22-p4-02-16","title":"Abstract P4-02-16: Prognostic and Predictive Capacity of Tumor Infiltrating Lymphocytes in the MA.20 regional radiotherapy trial","year":2023,"lang":"en","type":"article","venue":"Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; McMaster University Medical Centre; University of British Columbia","funders":"","keywords":"Medicine; Internal medicine; Hazard ratio; Context (archaeology); Oncology; Breast cancer; Proportional hazards model; Tissue microarray; Clinical endpoint; H&E stain; Immunohistochemistry; Clinical trial; Biopsy; Pathology; Confidence interval; Cancer","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":[0.002056428,0.0010475,0.001218386,0.0001983229,0.0001830563,0.0008317707,0.0008900156,0.0007212081,0.005515291],"category_scores_gemma":[0.001918315,0.0002190092,0.00124194,0.0003026809,0.0003607645,0.0005195205,0.0004691144,0.001502185,0.001060813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003170626,"about_ca_system_score_gemma":0.0004987415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002655613,"about_ca_topic_score_gemma":0.0004375899,"domain_scores_codex":[0.999284,0.0004983551,0.00002761342,0.000095533,0.00004072834,0.00005378494],"domain_scores_gemma":[0.9992716,0.00022235,0.0001909777,0.0001015747,0.00003641153,0.0001770667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.8942192,0.002811523,0.03122456,0.001312386,0.004026978,0.0001448259,0.00008659715,0.00247458,0.01051467,0.0003634401,0.006205767,0.04661537],"study_design_scores_gemma":[0.4806864,0.3013057,0.1706772,0.0003576966,0.01158912,0.0005827895,0.0001254888,0.009280166,0.006067671,0.001981625,0.01724129,0.0001049735],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846447,0.007017402,0.0005783408,0.0008349161,0.0001854069,0.0006255547,0.00309364,0.00009885737,0.00292108],"genre_scores_gemma":[0.9893802,0.0008718073,0.0005531264,0.0004240636,0.000324511,0.00148969,0.00343258,0.00002669909,0.003497387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005515291,"threshold_uncertainty_score":0.01845044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08191813096318543,"score_gpt":0.3781484435970991,"score_spread":0.2962303126339136,"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."}}