{"id":"W4323043949","doi":"10.3390/cancers15051575","title":"Characteristics of PTEN Mutation in Thyroid Tumours: A Retrospective Chart Review","year":2023,"lang":"en","type":"article","venue":"Cancers","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital; Jewish General Hospital; McGill University","funders":"","keywords":"PTEN; Medicine; Malignancy; Thyroid; Retrospective cohort study; Thyroidectomy; Pathology; Thyroid cancer; Thyroid carcinoma; Thyroid nodules; Internal medicine; Oncology; Cancer research; Gastroenterology; Biology; PI3K/AKT/mTOR pathway; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001286959,0.0000929803,0.0003644647,0.0000944607,0.00001410681,0.000002846486,0.00003838062,0.00002943289,0.00009126186],"category_scores_gemma":[0.00008173161,0.00008165029,0.00006905376,0.0004910623,0.00003521895,0.00003665674,0.00001235664,0.00008004739,0.00004984233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001328183,"about_ca_system_score_gemma":0.0002817709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002186107,"about_ca_topic_score_gemma":0.00004599468,"domain_scores_codex":[0.9992356,0.00001659188,0.0002365885,0.0001825565,0.0001709363,0.0001577372],"domain_scores_gemma":[0.9995568,0.00002253452,0.0001144646,0.0001717245,0.00007709597,0.0000574215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004486061,0.0002262636,0.830685,0.005214983,0.0003450525,0.0009630702,0.002938281,0.00005197771,0.003466608,0.001093509,0.09449051,0.06007615],"study_design_scores_gemma":[0.001184119,0.0003403916,0.991012,0.003437679,0.0001276769,0.000009288925,0.0001206848,0.00008382766,0.001521137,0.00005894831,0.002012884,0.00009133713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764329,0.01739505,0.000003626548,0.002975635,0.0002574929,0.0007984808,0.0000938637,0.00006830941,0.001974662],"genre_scores_gemma":[0.9451959,0.05362084,0.00001923285,0.0005643925,0.00008364843,0.0002007621,0.00009122507,0.00001497507,0.0002090922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.160327,"threshold_uncertainty_score":0.3473152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01855670953157079,"score_gpt":0.2996169992885726,"score_spread":0.2810602897570018,"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."}}