{"id":"W4386027532","doi":"10.3389/fmed.2023.1235252","title":"Common sleep disorders in pregnancy: a review","year":2023,"lang":"en","type":"review","venue":"Frontiers in Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Public Health Ontario; University of Toronto","funders":"","keywords":"Pregnancy; Gestational diabetes; Medicine; Obstructive sleep apnea; Sleep (system call); Sleep apnea; Psychiatry; Gestation; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001103072,0.00116284,0.002140611,0.006083638,0.0004489464,0.001203302,0.001071915,0.001045769,0.004157233],"category_scores_gemma":[0.003833614,0.0004322841,0.002040065,0.00570104,0.0003332292,0.001423064,0.0009301424,0.0009110043,0.0005675018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096358,"about_ca_system_score_gemma":0.004568715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004605059,"about_ca_topic_score_gemma":0.007663151,"domain_scores_codex":[0.9993067,0.00014603,0.0002649491,0.00009617479,0.0001408555,0.00004538169],"domain_scores_gemma":[0.9978554,0.001529914,0.0003097797,0.00002907332,0.0002272376,0.00004870398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001402971,0.00004491641,0.0008659636,0.4002404,0.001046512,0.0003797975,0.0003046877,0.0003338972,0.0004449019,0.001270309,0.01632482,0.5786036],"study_design_scores_gemma":[0.00006305498,0.0002641788,0.007758366,0.3844582,0.006361969,0.004442596,0.0005097695,0.0002088318,0.0003520774,0.001716434,0.5937886,0.00007591295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009882162,0.9994619,0.00004064913,0.0001085097,0.0000743535,0.000009704383,0.00004466878,0.000002872705,0.0001585025],"genre_scores_gemma":[0.0006133556,0.9990337,0.00011275,0.000080269,0.00004955687,0.00001222342,0.00004103041,7.29588e-7,0.00005634831],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006083638,"threshold_uncertainty_score":0.01390737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05542149035088911,"score_gpt":0.393450406099125,"score_spread":0.3380289157482358,"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."}}