{"id":"W7046426978","doi":"","title":"Early pregnancy weight gain and arterial stiffness in gestational sleep disordered breathing","year":2023,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sleep disordered breathing; Early pregnancy factor; Arterial stiffness; Weight gain; Gestation; Pregnancy; Small for gestational age; Breathing","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":[0.0002555251,0.0001647642,0.00007224084,0.0003146872,0.000212587,0.0003493024,0.0001499588,0.0003190013,0.006548825],"category_scores_gemma":[0.001024645,0.00009431653,0.0001271504,0.0003437872,0.0001298551,0.0001459632,0.0002546264,0.000524944,0.0005252941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004512637,"about_ca_system_score_gemma":0.000537481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01366484,"about_ca_topic_score_gemma":0.01373217,"domain_scores_codex":[0.9999322,0.00001700493,0.000004741123,0.00001168887,0.00001866501,0.0000156554],"domain_scores_gemma":[0.9996811,0.00008805745,0.00009775622,0.000009401451,0.00003134728,0.00009240724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006103886,0.0002912777,0.8169403,0.0002967261,0.00007996048,0.0004065305,0.0008543426,0.0001256582,0.001507639,0.0005152112,0.008815931,0.1695559],"study_design_scores_gemma":[0.000004691025,0.00006299057,0.9973903,0.00008427873,0.00001290127,0.0001719394,0.00007376132,0.00003634683,0.0000442585,0.00009113763,0.002024844,0.000002576905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9316307,0.03416875,0.00031011,0.01034855,0.0004045291,0.00006280056,0.002137749,0.00003077519,0.02090607],"genre_scores_gemma":[0.971768,0.01804742,0.0003849814,0.0006315106,0.0002805501,0.00005073675,0.000680686,0.000006707193,0.008149496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01366484,"threshold_uncertainty_score":0.0271706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01221443830043189,"score_gpt":0.2482199004820988,"score_spread":0.2360054621816669,"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."}}