{"id":"W3166099501","doi":"10.1159/000516421","title":"Oncosuppressor-Mutated Cell-Based Diagnostic Platform for Liquid Biopsy Diagnoses Benign Head and Neck Masses and Predicts Malignancy in Thyroid Nodules: Results from a Consecutive Cohort of Patients","year":2021,"lang":"en","type":"article","venue":"European Thyroid Journal","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; St Mary's Hospital Centre; McGill University Health Centre","funders":"","keywords":"Medicine; Malignancy; Thyroid nodules; Thyroid; Head and neck cancer; Biopsy; Thyroid cancer; Cohort; Pathology; Cancer; Nodule (geology); Internal medicine; Oncology; Gastroenterology; Radiology","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"],"consensus_categories":[],"category_scores_codex":[0.0004997504,0.0003103365,0.0006608605,0.0001904745,0.0001245625,0.00007386713,0.0001113927,0.00007188962,0.00003578275],"category_scores_gemma":[0.001806113,0.0002700797,0.000131812,0.0002182786,0.0001691317,0.0001498739,0.00009957301,0.0003475413,0.000003012683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007845077,"about_ca_system_score_gemma":0.0003048924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001044055,"about_ca_topic_score_gemma":0.00006603977,"domain_scores_codex":[0.9975511,0.0002257749,0.0009321506,0.0005154978,0.000370705,0.0004047088],"domain_scores_gemma":[0.997075,0.001386639,0.0004818813,0.0002871724,0.0004036322,0.0003656278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02865707,0.004220866,0.8615777,0.0009123973,0.0009477881,0.008537501,0.007457593,0.0003156096,0.06670214,0.00002919622,0.0143848,0.006257333],"study_design_scores_gemma":[0.04951238,0.005991721,0.8375111,0.002757028,0.0007826134,0.0002747245,0.001188416,0.0001136195,0.09710208,0.00007665408,0.00414233,0.000547289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861053,0.009151926,0.0001983197,0.0002638269,0.0002350023,0.0006979953,0.002261092,0.00002185633,0.001064632],"genre_scores_gemma":[0.9908977,0.005342286,0.002623333,0.0002848857,0.0001903909,0.00001651641,0.0005099865,0.00006678956,0.00006807182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03039994,"threshold_uncertainty_score":0.9999751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0155238801549524,"score_gpt":0.2486632423680626,"score_spread":0.2331393622131102,"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."}}