{"id":"W3043690288","doi":"10.1016/j.humpath.2020.07.008","title":"Pathology data set for reporting parathyroid carcinoma and atypical parathyroid neoplasm: recommendations from the International Collaboration on Cancer Reporting","year":2020,"lang":"en","type":"article","venue":"Human Pathology","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Parathyroid carcinoma; Medicine; Cancer; Pathology; Grading (engineering); Parathyroid gland; Carcinoma; Internal medicine; Parathyroid hormone; 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":[0.000562674,0.0002257295,0.0004823041,0.00004584718,0.000389402,0.00005988295,0.0002300912,0.0001616224,0.00003944481],"category_scores_gemma":[0.002676066,0.000175033,0.00006792481,0.0001277881,0.0001214591,0.0001257683,0.0002111579,0.000272553,0.00001716767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005902373,"about_ca_system_score_gemma":0.0001659097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006008566,"about_ca_topic_score_gemma":0.0003659065,"domain_scores_codex":[0.9971499,0.0001207002,0.001424214,0.0008583032,0.0001654412,0.0002814409],"domain_scores_gemma":[0.9968898,0.0002681058,0.001922468,0.000625029,0.0001626206,0.0001319514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001881546,0.0004357454,0.5341992,0.00001756928,0.0003462509,0.002427818,0.007406591,0.00003878671,0.07291056,0.00203144,0.3750097,0.003294738],"study_design_scores_gemma":[0.009729269,0.001711936,0.9069309,0.00004083621,0.0006498602,0.001025106,0.003542639,0.005746033,0.002053531,0.001963666,0.06605393,0.0005523102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649107,0.00191514,0.0004199592,0.03040859,0.000285665,0.0007302059,0.0008650031,0.00006123366,0.000403461],"genre_scores_gemma":[0.9865283,0.0001704358,0.001558801,0.005707816,0.0005860137,0.0002376004,0.005038422,0.00003110896,0.000141463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3727317,"threshold_uncertainty_score":0.713764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2215463880540297,"score_gpt":0.4256184840733057,"score_spread":0.204072096019276,"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."}}