{"id":"W2961904474","doi":"10.3389/fendo.2019.00444","title":"Insulin-Like Growth Factor Axis Biomarkers and Gestational Diabetes Mellitus: A Systematic Review and Meta-Analysis","year":2019,"lang":"en","type":"review","venue":"Frontiers in Endocrinology","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital; University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Gestation; Gestational diabetes; Medicine; Biomarker; Meta-analysis; Obstetrics; Pregnancy; Insulin-like growth factor; Internal medicine; Endocrinology; Growth factor; 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003972866,0.0005444923,0.008078762,0.001735667,0.00004313156,0.00003598227,0.0002296153,0.0001717421,0.0001614665],"category_scores_gemma":[0.0006745037,0.0003836547,0.001018977,0.0009310771,0.0002320387,0.00009456489,0.0002003287,0.0004123363,0.00002900745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001771415,"about_ca_system_score_gemma":0.000152597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002375738,"about_ca_topic_score_gemma":0.000006365906,"domain_scores_codex":[0.9963185,0.0006611103,0.001110773,0.0008168777,0.0004333099,0.0006594725],"domain_scores_gemma":[0.9980623,0.0006199618,0.0004312985,0.0005127399,0.0001586793,0.0002150642],"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":[0.000004612313,0.00005030978,0.0002464684,0.8130889,0.175134,0.00004092508,0.00001746531,1.406864e-7,2.296946e-8,0.0002087962,0.002108647,0.009099704],"study_design_scores_gemma":[0.0005335765,0.0001745354,0.000431047,0.01405204,0.8823361,0.00002868561,0.00004888887,0.000039009,1.282121e-7,0.000185513,0.1017218,0.0004486968],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004646267,0.9940618,0.0001819334,0.0005818975,0.0001151164,0.004539718,0.0003609056,0.00002603586,0.0001279778],"genre_scores_gemma":[0.00001576103,0.9928331,0.003547222,0.0006820657,0.00001055271,0.001369769,0.0006701621,0.00003952939,0.0008317906],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7990369,"threshold_uncertainty_score":0.9998615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05814901715680204,"score_gpt":0.3335440395221545,"score_spread":0.2753950223653525,"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."}}