{"id":"W2953499075","doi":"10.1111/his.13946","title":"Inter‐ and intraobserver agreement of programmed death ligand 1 scoring in head and neck squamous cell carcinoma, urothelial carcinoma and breast carcinoma","year":2019,"lang":"en","type":"article","venue":"Histopathology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"National Cancer Institute","keywords":"Concordance; Medicine; Head and neck squamous-cell carcinoma; Intraclass correlation; Carcinoma; Oncology; PD-L1; clone (Java method); Cancer; Immunohistochemistry; Pathology; Head and neck cancer; Internal medicine; Immunotherapy; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002523212,0.0002310952,0.0005247224,0.0002065376,0.00003938413,0.00001235039,0.00006936182,0.0001471393,0.00003264436],"category_scores_gemma":[0.00001066585,0.0002100956,0.00005376392,0.0001091594,0.0002537825,0.0000632494,0.00009896825,0.0001968429,0.000001971357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001289263,"about_ca_system_score_gemma":0.00009359641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00218701,"about_ca_topic_score_gemma":0.0004337922,"domain_scores_codex":[0.9985946,0.00007140887,0.0003978042,0.0004746953,0.0001196059,0.0003418731],"domain_scores_gemma":[0.9993827,0.00003928459,0.0001230141,0.0002889471,0.00004687724,0.0001191512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002083501,0.000121567,0.9031184,0.0004909339,0.000003607483,0.0002022135,0.002098307,1.083928e-7,0.08499231,0.00002549521,0.00001836135,0.006845133],"study_design_scores_gemma":[0.008926385,0.001898283,0.981507,0.00008624228,0.00005796122,0.001316804,0.0002753578,0.00005573117,0.004890921,0.00001459282,0.0007758779,0.0001948606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991477,0.006709597,0.000004853455,0.0002418761,0.0002227889,0.0007565178,0.00001977196,0.0000137866,0.0005538134],"genre_scores_gemma":[0.9989772,0.00008169216,0.000285392,0.0001834243,0.00005602208,0.00003029245,0.00001109774,0.00002553776,0.0003493069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08010139,"threshold_uncertainty_score":0.8567451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01564064277270831,"score_gpt":0.2390207372663266,"score_spread":0.2233800944936183,"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."}}