{"id":"W4321489439","doi":"10.1097/01.aoa.0000912352.68128.9b","title":"Sleep-Disordered Breathing in High-risk Pregnancies is Associated With Elevated Arterial Stiffness and Increased Risk for Preeclampsia","year":2023,"lang":"en","type":"article","venue":"Obstetric Anesthesia Digest","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Preeclampsia; Arterial stiffness; Breathing; Sleep disordered breathing; Pregnancy; Cardiology; Gestational diabetes; Diabetes mellitus; Sleep (system call); Internal medicine; Obstetrics; Blood pressure; Endocrinology; Anesthesia; Gestation; Obstructive sleep apnea","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":[0.0005686196,0.0004103013,0.0007758659,0.000839162,0.0002967747,0.0001190168,0.000205857,0.000295975,0.00002824313],"category_scores_gemma":[0.00357617,0.0003449743,0.00009371336,0.002924422,0.0002494536,0.0002368403,0.00006211126,0.0004641213,0.0000247725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002684118,"about_ca_system_score_gemma":0.0001105098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247591,"about_ca_topic_score_gemma":0.0001102613,"domain_scores_codex":[0.9969138,0.0002780976,0.0004716262,0.0007650045,0.0007008848,0.0008705981],"domain_scores_gemma":[0.9964974,0.002065624,0.0003202182,0.0004895511,0.0003626244,0.0002646063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0019643,0.0004371723,0.9732634,0.000220928,0.0003602999,0.0009544325,0.001779299,0.00003849481,0.001675908,0.00009300981,0.00005851514,0.01915428],"study_design_scores_gemma":[0.01354881,0.0005034904,0.9782539,0.0002514522,0.0003010544,0.0001144569,0.0007555218,0.004796175,0.000767222,0.0001763883,0.0001446929,0.0003868603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966534,0.0002962078,0.00004459491,0.0003491275,0.0000649225,0.00211632,0.0001155095,0.0003040265,0.00005583897],"genre_scores_gemma":[0.9985202,0.0001211835,0.0002448991,0.00004573619,0.0000692732,0.0003338848,0.0003401581,0.0001163788,0.0002082716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01876742,"threshold_uncertainty_score":0.9999002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01388784086642585,"score_gpt":0.2455646755271907,"score_spread":0.2316768346607649,"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."}}