{"id":"W4406333588","doi":"10.3390/biomedicines13010177","title":"The Effect of Prebiotics, Alone or as Part of Synbiotics, on Cardiometabolic Parameters in Women with Polycystic Ovary Syndrome: A Systematic Review and Meta-Analysis of Randomized Controlled Trials","year":2025,"lang":"en","type":"review","venue":"Biomedicines","topic":"Ovarian function and disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Polycystic ovary; Medicine; Randomized controlled trial; Meta-analysis; Internal medicine; Synbiotics; Waist; Endocrinology; Cochrane Library; Body mass index; Obesity; Insulin resistance; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01898242,0.003367272,0.02438524,0.006447461,0.0007790947,0.003849168,0.002135953,0.00303643,0.003165835],"category_scores_gemma":[0.03924996,0.001802131,0.0385437,0.006127263,0.0009577012,0.001997306,0.00155007,0.002371289,0.0002616098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002796408,"about_ca_system_score_gemma":0.004892196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004601379,"about_ca_topic_score_gemma":0.01054728,"domain_scores_codex":[0.9856781,0.007101634,0.004252934,0.001237673,0.001393634,0.000335921],"domain_scores_gemma":[0.9739186,0.01955122,0.004129861,0.000615913,0.001516345,0.0002679999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00279828,0.00005157885,0.00218338,0.5491997,0.4329684,0.00007568388,0.00009033595,0.0003118093,0.0002598955,0.00009347226,0.000292983,0.01167438],"study_design_scores_gemma":[0.001087131,0.0004103582,0.002190285,0.04476164,0.9499034,0.00008296969,0.00004746367,0.0001285823,0.0001425114,0.0001425181,0.001080571,0.00002263681],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003372164,0.9954587,0.0002948797,0.000135002,0.000135155,0.0003132034,0.0001476953,0.0000114346,0.0001317844],"genre_scores_gemma":[0.1103916,0.8830679,0.002797122,0.0009903862,0.000327588,0.001753364,0.0004376927,0.00002231929,0.0002120757],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02438524,"threshold_uncertainty_score":0.1003898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03939517142555949,"score_gpt":0.3407414179002514,"score_spread":0.3013462464746919,"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."}}