{"id":"W2082724230","doi":"10.1007/s10549-007-9736-z","title":"Automated quantitative analysis of estrogen receptor expression in breast carcinoma does not differ from expert pathologist scoring: a tissue microarray study of 3,484 cases","year":2007,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":109,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of British Columbia; Vancouver Coastal Health Research Institute; Vancouver Coastal Health","funders":"Michael Smith Health Research BC; Sanofi","keywords":"Concordance; Medicine; Kappa; Tissue microarray; Breast cancer; Estrogen receptor; Immunohistochemistry; Internal medicine; Oncology; Pathology; Breast carcinoma; Carcinoma; Tamoxifen; Cancer","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":[0.001680221,0.0001952434,0.0004702081,0.0009780015,0.0005018394,0.000571903,0.0004620461,0.0004668254,0.001503],"category_scores_gemma":[0.003308483,0.000264188,0.0002931662,0.0006185259,0.0004341098,0.0003812054,0.0003358667,0.0002345177,0.0004345124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003681245,"about_ca_system_score_gemma":0.0001954329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001892431,"about_ca_topic_score_gemma":0.002921646,"domain_scores_codex":[0.9981092,0.0005693721,0.0001444431,0.0003877319,0.0006233793,0.000165864],"domain_scores_gemma":[0.9974625,0.001318512,0.0002874194,0.0004571873,0.0003920747,0.000082389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001410762,0.0002079976,0.9255701,0.00005266898,0.0002397558,0.0007390683,0.000518044,0.0003267032,0.05436384,0.0001070472,0.0002311293,0.01623288],"study_design_scores_gemma":[0.00002488496,0.0002238476,0.9898712,0.000002865038,0.00007567221,0.00161097,0.0002609645,0.0009693962,0.006358696,0.00007209917,0.0005195888,0.000009711506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987948,0.0001192323,0.0005114279,0.00001414129,0.000003856486,0.00000890142,0.00009668517,0.000007320873,0.0004437028],"genre_scores_gemma":[0.9988542,0.00005008925,0.0004865224,0.00001482624,0.000007222878,0.00001323338,0.0002514167,0.000006781035,0.0003158266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001892431,"threshold_uncertainty_score":0.00888598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05338137941385647,"score_gpt":0.3904327876159716,"score_spread":0.3370514082021152,"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."}}