{"id":"W2994918689","doi":"10.1002/cncy.22223","title":"Do we need PD‐L1 as a biomarker for thyroid cytologic and histologic specimens?","year":2019,"lang":"en","type":"letter","venue":"Cancer Cytopathology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Thyroid; Malignancy; Pathology; Cytology; Thyroid carcinoma; Thyroid cancer; Biomarker; Papillary thyroid cancer; Cancer; Oncology; Internal medicine","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":[0.0002007209,0.0008322899,0.001910342,0.0003817776,0.0001262687,0.00004296735,0.0002637033,0.001656761,0.0009442826],"category_scores_gemma":[0.0001046789,0.0006477339,0.0005391664,0.0001870633,0.0004415169,0.00005471398,0.0001579565,0.001058825,0.0002338609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009085814,"about_ca_system_score_gemma":0.0004674964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008615101,"about_ca_topic_score_gemma":0.00001757355,"domain_scores_codex":[0.9963956,0.0001600039,0.000595708,0.001564555,0.0002851698,0.0009989424],"domain_scores_gemma":[0.997757,0.0004670631,0.0004582336,0.000982894,0.0001903147,0.00014445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007618415,0.0001206225,0.005997838,0.0006984942,0.0004140252,0.003930829,0.0001495892,5.903043e-7,0.001616568,0.0002012943,0.9786688,0.007439509],"study_design_scores_gemma":[0.00524504,0.002460032,0.006066041,0.0003646262,0.001453396,0.002155066,0.00005498456,0.000006836307,0.0003229745,0.001612874,0.9796089,0.0006492473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02340468,0.2023161,0.00005554604,0.7642301,0.002901881,0.00309966,0.0005928421,0.0001758039,0.003223344],"genre_scores_gemma":[0.04908804,0.05522536,0.001323375,0.8598235,0.006146589,0.005269417,0.0008652196,0.0003164174,0.0219421],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1470907,"threshold_uncertainty_score":0.999969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04643635283054675,"score_gpt":0.3220165631567337,"score_spread":0.275580210326187,"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."}}