{"id":"W7129654568","doi":"10.2196/82471","title":"Hormonal Changes Associated with Reproduction in Females with Type 2 Diabetes Mellitus and Prediabetes: Protocol for A Systematic Review and Meta-Analysis. (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Type 2 Diabetes Mellitus; Protocol (science); Reproduction; Hormone; Diabetes mellitus; Type 2 diabetes","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":[0.03646551,0.003749426,0.01210138,0.005233211,0.002210549,0.004554734,0.002467161,0.004147167,0.05603926],"category_scores_gemma":[0.09532105,0.003077419,0.02210992,0.006391896,0.001831989,0.003429692,0.003489347,0.004864704,0.004395507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006022439,"about_ca_system_score_gemma":0.01511209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007705281,"about_ca_topic_score_gemma":0.01302229,"domain_scores_codex":[0.981814,0.007042249,0.006754546,0.001676939,0.00189158,0.0008205948],"domain_scores_gemma":[0.9742353,0.01236337,0.005412236,0.003283689,0.004034884,0.0006705833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.02867073,0.0001820554,0.001562707,0.8567027,0.04448238,0.0002222923,0.0007517978,0.0008077036,0.001544996,0.00243563,0.03535343,0.02728366],"study_design_scores_gemma":[0.1924824,0.003095467,0.01626857,0.3534845,0.2746281,0.0003684404,0.0008654635,0.001715205,0.002523944,0.01696126,0.1367402,0.0008664459],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003178283,0.01981748,0.005736917,0.001882019,0.0019893,0.9285927,0.03629779,0.0007356817,0.001769932],"genre_scores_gemma":[0.003394851,0.002514076,0.003807006,0.0004168352,0.00009183545,0.987661,0.001525715,0.00002815869,0.0005604847],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05603926,"threshold_uncertainty_score":0.1928504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2434262619132481,"score_gpt":0.5161413957341224,"score_spread":0.2727151338208744,"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."}}