{"id":"W2081813122","doi":"10.1038/modpathol.2013.102","title":"Reproducibility of histological cell type in high-grade endometrial carcinoma","year":2013,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":215,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of British Columbia; McGill University; University of Calgary; Health Sciences Centre; Calgary Laboratory Services; University of Toronto; Sunnybrook Health Science Centre","funders":"Calgary Laboratory Services","keywords":"Medicine; Serous fluid; Hematopathology; Concordance; Immunohistochemistry; Pathology; CDKN2A; Carcinoma; Clear cell; Clear cell carcinoma; Serous carcinoma; Internal medicine; Cancer; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004722553,0.000134377,0.0006313025,0.0002254362,0.00001585755,0.000002549406,0.00009895016,0.0001844296,0.0006488948],"category_scores_gemma":[0.001212168,0.00009900469,0.00009623571,0.0004806117,0.0001272264,0.00003377282,0.00007126526,0.0002016915,0.00008141684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000129935,"about_ca_system_score_gemma":0.0000623689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008743312,"about_ca_topic_score_gemma":0.00002333384,"domain_scores_codex":[0.9981342,0.0001791457,0.0004232339,0.0008240398,0.0001672104,0.0002721498],"domain_scores_gemma":[0.9985819,0.0001844452,0.0001030879,0.0009318137,0.00009991818,0.00009880279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001597509,0.001922387,0.8887261,0.0001072244,0.00002539649,0.0004167109,0.0002946933,0.00001116049,0.08995592,0.0001434023,0.0002012369,0.01659827],"study_design_scores_gemma":[0.009910198,0.002115096,0.9551436,0.000008431051,0.00007205677,0.0000662747,0.00002028015,0.00007697009,0.02563971,0.006700923,0.0001252812,0.0001212024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950917,0.001395428,0.00006713912,0.000665952,0.0003958445,0.0005470125,0.000007355949,0.00002700525,0.00180253],"genre_scores_gemma":[0.9981881,0.00003445648,0.001016399,0.0001987497,0.000120284,0.00004960843,0.00002282933,0.00001167578,0.0003578959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06641749,"threshold_uncertainty_score":0.7104943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04822298874549411,"score_gpt":0.2882752536410519,"score_spread":0.2400522648955578,"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."}}