{"id":"W4210965970","doi":"10.1016/j.path.2019.08.006","title":"Parathyroid Pathology","year":2019,"lang":"en","type":"review","venue":"Surgical pathology clinics","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Charles-Le Moyne; Université de Sherbrooke","funders":"National Cancer Institute","keywords":"Medicine; Pathology; Immunohistochemistry; Molecular pathology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006371649,0.0009016374,0.005807128,0.0002862077,0.0000923406,0.00001753362,0.0003193778,0.002397855,0.0001562016],"category_scores_gemma":[0.0002672669,0.0006443593,0.0020717,0.0003956645,0.0003780208,0.00004256794,0.0002285651,0.001615646,0.01071094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001091159,"about_ca_system_score_gemma":0.0007316041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001225425,"about_ca_topic_score_gemma":0.000001122068,"domain_scores_codex":[0.9951243,0.0007142035,0.001625803,0.001388262,0.0002892426,0.0008582233],"domain_scores_gemma":[0.9964325,0.001021499,0.0006673184,0.001415123,0.0001024616,0.0003611248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002124108,0.001816457,0.0005006571,0.002946181,0.0007267773,0.06851342,0.00003962937,3.929605e-7,2.791214e-7,0.00108687,0.01172854,0.9124284],"study_design_scores_gemma":[0.003509336,0.001054037,0.00005758964,0.0005754458,0.003283133,0.01226686,0.000006867775,0.000002592939,8.29209e-8,0.0002395372,0.9785009,0.0005036205],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004193184,0.9802394,0.000009246312,0.00006625379,0.00120079,0.001524864,0.0001656546,0.0001472072,0.0162273],"genre_scores_gemma":[0.00003931441,0.9886557,0.0002540846,0.000348591,0.0003996761,0.0001970824,0.001205289,0.0001374383,0.00876285],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9667724,"threshold_uncertainty_score":0.9996008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1118212498672865,"score_gpt":0.4408972859347219,"score_spread":0.3290760360674354,"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."}}