{"id":"W2800106103","doi":"10.18632/oncotarget.24833","title":"Programmed death-ligand 1 expression by digital image analysis advances thyroid cancer diagnosis among encapsulated follicular lesions","year":2018,"lang":"en","type":"article","venue":"Oncotarget","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sinai Health System","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Thyroid nodules; Pathology; Thyroid; Thyroid carcinoma; Follicular phase; Papillary thyroid cancer; Follicular thyroid cancer; Thyroid cancer; Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001033453,0.0002456717,0.0002521475,0.002440275,0.0001646041,0.001286168,0.0003212757,0.0005370291,0.002547285],"category_scores_gemma":[0.001610232,0.0001941269,0.0002692434,0.0007810441,0.0002746722,0.0006272176,0.0004786393,0.0004943287,0.0007317537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004459679,"about_ca_system_score_gemma":0.0002828384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001161383,"about_ca_topic_score_gemma":0.002167822,"domain_scores_codex":[0.9997757,0.00004507372,0.00002173807,0.00004015016,0.00009120787,0.00002618423],"domain_scores_gemma":[0.9995031,0.0001046244,0.0001148979,0.00003574969,0.0001885836,0.00005304484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001960141,0.0002956571,0.322422,0.0009518077,0.0002563183,0.001755351,0.0004919568,0.001988133,0.2038226,0.001309032,0.007572375,0.4571747],"study_design_scores_gemma":[0.0001850307,0.0009498867,0.654717,0.0006476087,0.0008891671,0.01345548,0.002282665,0.1017792,0.1748886,0.004207709,0.04579455,0.0002031533],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9381616,0.01559853,0.0286948,0.001365796,0.000264852,0.0002453925,0.0009810684,0.0008129504,0.01387512],"genre_scores_gemma":[0.9619827,0.003625726,0.02974204,0.0002401196,0.00009659318,0.0000753155,0.0006514679,0.000065587,0.003520543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002547285,"threshold_uncertainty_score":0.008521557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01007530683170384,"score_gpt":0.2945796005347958,"score_spread":0.2845042937030919,"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."}}