{"id":"W4225160358","doi":"10.14740/jem770","title":"Evaluation of Risk Factors for Malignancy in Patients With Thyroid Nodules","year":2022,"lang":"en","type":"article","venue":"Journal of Endocrinology and Metabolism","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mansoura University","keywords":"Medicine; Thyroid nodules; Hyperinsulinemia; Insulin resistance; Malignancy; Internal medicine; Thyroid; Thyroid cancer; Body mass index; Thyroid carcinoma; Waist; Gastroenterology; Obesity; Risk factor; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003880439,0.0002378125,0.0003444515,0.0007589611,0.0003602353,0.0004299984,0.0002440729,0.0003656982,0.001183609],"category_scores_gemma":[0.001410328,0.0001797969,0.0003149246,0.0007435328,0.000187757,0.0002700826,0.0002274076,0.0004595549,0.0001806496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001974264,"about_ca_system_score_gemma":0.0002320412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001117606,"about_ca_topic_score_gemma":0.001297588,"domain_scores_codex":[0.9997479,0.00006593626,0.00003338302,0.0000531238,0.00006505744,0.00003462104],"domain_scores_gemma":[0.9993737,0.0001311374,0.0002599032,0.00003352389,0.00007082281,0.0001308825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005280074,0.00002135883,0.9989442,0.000006384586,0.00001218226,0.0001232605,0.00002025958,0.00001010083,0.0001176632,0.000006198383,0.00002600856,0.0006596238],"study_design_scores_gemma":[0.00000486596,0.0001364733,0.998052,0.000005923373,0.0000318077,0.00130443,0.0001048845,0.0001471956,0.00007980508,0.00002356781,0.0001052662,0.000003742914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984763,0.0007516752,0.0001056872,0.00004030047,0.000006317975,0.00001170259,0.0001319667,0.000004892388,0.0004711342],"genre_scores_gemma":[0.999541,0.000119406,0.0001124828,0.00001080986,0.000009161186,0.000007285506,0.0001190311,8.834133e-7,0.00007989748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001183609,"threshold_uncertainty_score":0.003959537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02038488645690251,"score_gpt":0.2804407462706553,"score_spread":0.2600558598137528,"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."}}