{"id":"W4408443994","doi":"10.1002/cnr2.70131","title":"Characteristics and Prognostic Markers of Aggressive Subtypes of Thyroid Cancer: A Retrospective Study","year":2025,"lang":"en","type":"article","venue":"Cancer Reports","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital; McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Lymphovascular invasion; Thyroid cancer; Internal medicine; Retrospective cohort study; Thyroid carcinoma; Pathological; Hazard ratio; Cancer; Gastroenterology; Follicular thyroid cancer; Thyroid; Papillary thyroid cancer; Oncology; Pathology; Confidence interval; Metastasis","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":[0.0001158447,0.0001595889,0.0006094006,0.0001050407,0.00003558261,0.000006660807,0.00003409154,0.00005004481,0.00006051427],"category_scores_gemma":[0.000212636,0.0001293759,0.0000706854,0.0002466266,0.0001246226,0.00003206308,0.00004797312,0.00009370143,1.323631e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002463143,"about_ca_system_score_gemma":0.0004732122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001132532,"about_ca_topic_score_gemma":0.0002126508,"domain_scores_codex":[0.9987555,0.00002395824,0.0004864135,0.0003569585,0.0002230521,0.000154083],"domain_scores_gemma":[0.9982964,0.00004184412,0.0009520928,0.0003264661,0.0003144396,0.00006869634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003971235,0.0005187955,0.9885702,0.000313584,0.0007038729,0.0004956619,0.000412394,0.000001475836,0.0006908737,0.00002974119,0.0008832713,0.006983041],"study_design_scores_gemma":[0.001096361,0.0008986878,0.989846,0.001228148,0.0009642969,0.00003303061,0.0002490252,0.00000455689,0.00527984,0.00007195861,0.0002397391,0.00008833973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796152,0.01781906,0.000002718895,0.0003199589,0.0003720675,0.001159465,0.00006015923,0.0000185375,0.0006328676],"genre_scores_gemma":[0.9943134,0.004684552,0.00002555328,0.00006168558,0.00005175617,0.0005102922,0.000007511305,0.00001466701,0.0003305437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01469828,"threshold_uncertainty_score":0.5275797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008840266258835203,"score_gpt":0.2960143017846072,"score_spread":0.287174035525772,"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."}}