{"id":"W7132929879","doi":"","title":"Spatial Heterogeneity and Immune Microenvironment of Early Invasive ER+ Breast Cancer","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Ontario Institute for Cancer Research","keywords":"Breast cancer; Tumor microenvironment; Immune system; Immunotherapy; Cancer; Tumour heterogeneity; Tumor heterogeneity; Adjuvant","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001287397,0.0000875277,0.0001299897,0.0004537491,0.0001510591,0.0005845752,0.00008573118,0.0001244072,0.0008330144],"category_scores_gemma":[0.0002087099,0.00008442807,0.0001177995,0.0005435235,0.0001280389,0.0002131833,0.0002459637,0.0001746614,0.0002213351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002809257,"about_ca_system_score_gemma":0.0002024309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001257491,"about_ca_topic_score_gemma":0.0015557,"domain_scores_codex":[0.9999058,0.00001528846,0.000004380343,0.00002230074,0.00003278319,0.00001944501],"domain_scores_gemma":[0.9999286,0.00001638477,0.00002584662,0.000005103675,0.00001622418,0.000007835585],"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":[0.0005537072,0.0000753803,0.1023805,0.0005313524,0.00007348337,0.0007722087,0.0007113526,0.003340401,0.7878858,0.001879004,0.001693053,0.1001038],"study_design_scores_gemma":[0.00001440676,0.0003042019,0.7096462,0.0001057297,0.0001210021,0.003452684,0.002980517,0.01121765,0.2422082,0.002349957,0.02754468,0.00005472347],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873233,0.003646469,0.004959377,0.0002050901,0.00001457914,0.00001937914,0.0007766312,0.00004571948,0.003009378],"genre_scores_gemma":[0.9947073,0.001648996,0.001888882,0.00004774086,0.000008578972,0.00001580582,0.0004222819,0.000009640237,0.001250635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001257491,"threshold_uncertainty_score":0.002786696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01223308978592526,"score_gpt":0.3016589085365959,"score_spread":0.2894258187506707,"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."}}