{"id":"W4311479266","doi":"10.3390/cancers14246149","title":"Coexisting Molecular Alterations Increase the Risk of Malignancy in Thyroid Nodules with Copy Number Alterations","year":2022,"lang":"en","type":"article","venue":"Cancers","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital; Jewish General Hospital","funders":"","keywords":"Thyroid nodules; Medicine; Malignancy; Thyroid; PTEN; Pathology; Thyroid cancer; Pathological; Internal medicine; Cancer; Cowden syndrome; Oncology; Biology","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":[0.0004425259,0.0002684887,0.000253302,0.001471518,0.0003590884,0.0006679106,0.0003417553,0.0004806419,0.003543527],"category_scores_gemma":[0.003184838,0.0002655241,0.000399804,0.0009523283,0.0004260941,0.0004995693,0.000457088,0.0005217029,0.0003782041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002902666,"about_ca_system_score_gemma":0.0003452389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002065271,"about_ca_topic_score_gemma":0.002415391,"domain_scores_codex":[0.9995865,0.00006914885,0.0000501929,0.00008391568,0.0001308804,0.00007937881],"domain_scores_gemma":[0.9977772,0.0005440938,0.001038646,0.0001349277,0.0001557606,0.0003493221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006904954,0.00001204963,0.996958,0.000005834644,0.00001840081,0.0005277257,0.00002178182,0.00003866058,0.000792489,0.00001850635,0.00003469378,0.0015028],"study_design_scores_gemma":[0.000003356349,0.00005587543,0.9944767,0.000005279951,0.00003828166,0.004263482,0.0001165284,0.0004639071,0.0003230815,0.00009866716,0.0001482503,0.000006511262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987043,0.0004674749,0.0001418226,0.00005412009,0.000006650961,0.000004510216,0.00006164538,0.00001028937,0.0005491671],"genre_scores_gemma":[0.9996711,0.00008688174,0.00009127524,0.000007583277,0.00001004176,0.000001205832,0.00004365819,0.000001668308,0.00008658793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003543527,"threshold_uncertainty_score":0.01185429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058207333348507,"score_gpt":0.2663350355728263,"score_spread":0.2557529622393412,"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."}}