{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003989414,0.000685853,0.00132447,0.001172467,0.002128718,0.003078064,0.001448868,0.02609706,0.002665418],"category_scores_gemma":[0.02843757,0.0007305305,0.0009875981,0.0006029133,0.002492392,0.004909313,0.0009568777,0.02581332,0.004525284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003387022,"about_ca_system_score_gemma":0.001858138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003162964,"about_ca_topic_score_gemma":0.006092643,"domain_scores_codex":[0.9968907,0.000768677,0.0006430853,0.0003646244,0.001068918,0.000264038],"domain_scores_gemma":[0.9852446,0.007862023,0.000791739,0.0004871772,0.004299429,0.001315028],"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":[0.00006895366,0.0000405227,0.001720137,0.0001086679,0.00002111732,0.002500091,0.00009636471,0.000063548,0.0003247716,0.001240019,0.9643561,0.02945964],"study_design_scores_gemma":[0.0001494156,0.0001343902,0.002544975,0.0005883633,0.00005588174,0.01250146,0.0005703882,0.0006372082,0.0005264933,0.01241216,0.969773,0.0001062753],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003336616,0.002960233,0.0001452591,0.9576615,0.03800099,0.000006552295,0.00002341551,0.00002257624,0.0008458166],"genre_scores_gemma":[0.003306745,0.00403414,0.0004971519,0.8339366,0.154822,0.00001979993,0.00003341191,0.0000245529,0.003325697],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02609706,"threshold_uncertainty_score":0.02457464,"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."}}