{"id":"W4401358493","doi":"10.4103/ijpvm.ijpvm_88_23","title":"Screening Tools for Obstructive Sleep Apnea in Pregnant Women: An Extended and Updated Systematic Review and Meta-analysis","year":2024,"lang":"en","type":"review","venue":"International Journal of Preventive Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Obstructive sleep apnea; Meta-analysis; Systematic review; Sleep apnea; Sleep (system call); Pregnancy; Bioinformatics; MEDLINE; Obstetrics; Internal medicine; Computer science","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":[0.003804227,0.0005967826,0.008948689,0.002342204,0.0000356705,0.00009860555,0.0005158516,0.0001762429,0.0003466354],"category_scores_gemma":[0.00259601,0.0003361361,0.001458836,0.0009937109,0.0002824424,0.0004877006,0.0002096948,0.000919462,0.000002167161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000501021,"about_ca_system_score_gemma":0.0001171007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008112747,"about_ca_topic_score_gemma":0.000006050268,"domain_scores_codex":[0.9941512,0.0008514337,0.00270463,0.0006278394,0.00131603,0.0003488269],"domain_scores_gemma":[0.9950421,0.0009308078,0.001854602,0.0003501023,0.001456159,0.0003661565],"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":[0.0001401941,0.0001726182,0.000005075011,0.4465664,0.4308068,0.0006435505,0.0005975382,4.995539e-7,0.000004304379,0.0002924663,0.00004140827,0.1207291],"study_design_scores_gemma":[0.001339697,0.0008698597,0.00004309846,0.1317839,0.8588043,0.001800073,0.0007113697,0.0001357824,0.000001682911,0.0004407414,0.003787983,0.0002814676],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000326932,0.9922728,0.002726434,0.0006809494,0.0002059426,0.003806388,0.0002215004,0.00001076734,0.00004253828],"genre_scores_gemma":[0.0007133883,0.9959513,0.001513477,0.0001812746,0.0002535024,0.0005735318,0.0002180884,0.00007024469,0.0005251747],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4279975,"threshold_uncertainty_score":0.999909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093356153902193,"score_gpt":0.4346454310101271,"score_spread":0.3253098156199078,"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."}}