{"id":"W2893632776","doi":"10.1186/s40463-018-0299-2","title":"Analytic and clinical validity of thyroid nodule mutational profiling using droplet digital polymerase chain reaction","year":2018,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Alberta","funders":"","keywords":"Thyroid nodules; HRAS; Neuroblastoma RAS viral oncogene homolog; Digital polymerase chain reaction; Medicine; Cytology; Fine-needle aspiration; Malignancy; Biopsy; Thyroid; Cytopathology; Pathology; Internal medicine; Oncology; Polymerase chain reaction; Cancer; Biology; KRAS; Gene","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":[0.006708126,0.0002982898,0.0003510771,0.001717085,0.0002646498,0.001097143,0.0004786646,0.0004701862,0.0008292556],"category_scores_gemma":[0.02004256,0.0002083629,0.0003425562,0.0007748935,0.0007456214,0.0005397741,0.0007559486,0.0003817096,0.0004525541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005768245,"about_ca_system_score_gemma":0.0003367247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005842246,"about_ca_topic_score_gemma":0.0007191313,"domain_scores_codex":[0.99336,0.002123741,0.0007855691,0.001327111,0.002182083,0.0002215736],"domain_scores_gemma":[0.9837325,0.008693769,0.003214488,0.001072881,0.002922542,0.0003638996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004200778,0.00003692284,0.9837308,0.00004405448,0.00005837161,0.0001121667,0.0001561039,0.0002917403,0.006000615,0.00007790281,0.0001144383,0.008956863],"study_design_scores_gemma":[0.00007191351,0.001629235,0.9384016,0.00008752278,0.0002563668,0.004923537,0.0007159272,0.0225034,0.02756045,0.0005570197,0.003234774,0.00005829791],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929222,0.001286621,0.003116862,0.0001259063,0.00004243191,0.00006070195,0.0003767683,0.00004397279,0.002024578],"genre_scores_gemma":[0.9976464,0.0001199943,0.001805423,0.00004754756,0.00001574862,0.00002014109,0.000239416,0.000003968985,0.0001014787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006708126,"threshold_uncertainty_score":0.03547639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05286775768708939,"score_gpt":0.3406203007623657,"score_spread":0.2877525430752763,"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."}}