{"id":"W4405643305","doi":"10.3390/cancers16244249","title":"Molecular Mutations and Clinical Behavior in Bethesda III and IV Thyroid Nodules: A Comparative Study","year":2024,"lang":"en","type":"article","venue":"Cancers","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Thyroid nodules; Thyroid; Malignancy; Medicine; Thyroid cancer; Cytopathology; Bethesda system; Molecular pathology; Fine-needle aspiration; Pathology; Nodule (geology); Medical diagnosis; Molecular diagnostics; Cytology; Internal medicine; Bioinformatics; Biopsy; Biology; Gene","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004652889,0.0002288508,0.0002987538,0.001743688,0.0003097671,0.0004846751,0.0002911221,0.0003780105,0.001786833],"category_scores_gemma":[0.0016818,0.0001476733,0.0003383242,0.0008278839,0.000312911,0.0003169565,0.0004643027,0.0002283146,0.0003403406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004197325,"about_ca_system_score_gemma":0.0002664039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002295362,"about_ca_topic_score_gemma":0.002131104,"domain_scores_codex":[0.999729,0.00004358042,0.00004207633,0.00006307304,0.00005987705,0.00006245019],"domain_scores_gemma":[0.9990734,0.0002785228,0.0002662508,0.00006205529,0.0001065258,0.000213279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001974056,0.00002831451,0.9971998,0.000006278319,0.00002290464,0.0002904221,0.00007256684,0.00002457058,0.0007467173,0.00001589764,0.00002425118,0.001370912],"study_design_scores_gemma":[0.00001265558,0.0002350411,0.9961831,0.00000465042,0.00003344906,0.002599698,0.0002737841,0.0001885204,0.0002597374,0.00002887441,0.0001754273,0.000005145067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996068,0.00007665945,0.0000400143,0.000003894046,9.884424e-7,0.000005894325,0.00006799895,0.00000124133,0.0001966572],"genre_scores_gemma":[0.9996822,0.00002691932,0.00006044412,0.000005867819,0.000003655882,0.000005161765,0.0001737582,0.000001102715,0.0000408992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002295362,"threshold_uncertainty_score":0.005977511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04603534704979643,"score_gpt":0.3977799366458707,"score_spread":0.3517445895960743,"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."}}