{"id":"W7083173435","doi":"10.24911/ijmdc.51-1750430405","title":"Prevalence and determinants of thyroid dysfunction in adults with type-2 diabetes mellitus in Saudi Arabia: a systematic review and meta-analysis","year":2025,"lang":"en","type":"article","venue":"International Journal of Medicine in Developing Countries","topic":"Data Analysis with R","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subclinical infection; Funnel plot; Diabetes mellitus; Thyroid dysfunction; Thyroid; Type 2 Diabetes Mellitus; Meta-analysis; Systematic review; Prevalence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00213507,0.0001291114,0.001275013,0.001308453,0.00001218051,0.00003448989,0.0005477897,0.00002763158,0.000006121933],"category_scores_gemma":[0.001001344,0.00008112114,0.00005160255,0.001280151,0.000116899,0.0004924933,0.0001088029,0.0001271418,2.302917e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001032906,"about_ca_system_score_gemma":0.0001637063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009843953,"about_ca_topic_score_gemma":0.0008332889,"domain_scores_codex":[0.9977656,0.00017995,0.001171907,0.0002034042,0.000569567,0.0001095412],"domain_scores_gemma":[0.9979047,0.0005206217,0.0007246069,0.0001814795,0.0006436335,0.00002493437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001648167,0.00008107584,0.8890107,0.0833085,0.02049817,0.0002700573,0.002142779,0.0002547669,0.000009182988,0.003616888,0.0001589857,0.0004841442],"study_design_scores_gemma":[0.0067209,0.0006007429,0.6157978,0.2676097,0.09087322,0.0002967795,0.0003599526,0.01303359,0.0003663924,0.003617837,0.00007875304,0.0006443273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5049221,0.4490719,0.01938689,0.02545025,0.0003177368,0.0007744262,0.000009373682,0.00001104931,0.00005628803],"genre_scores_gemma":[0.9578428,0.03823647,0.002603042,0.001261618,0.00001053633,0.00001418358,0.000001452385,0.000003250342,0.00002666801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4529207,"threshold_uncertainty_score":0.3308024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01534218971752736,"score_gpt":0.2901556838350243,"score_spread":0.2748134941174969,"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."}}