{"id":"W2966740082","doi":"10.1109/tsp.2019.8769074","title":"Pregnancy Health Monitoring System based on Biosignal Analysis","year":2019,"lang":"en","type":"article","venue":"","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Photoplethysmogram; Biosignal; Pregnancy; Computer science; Cardiotocography; Complication; Medicine; Obstetrics; Surgery; Telecommunications; Wireless","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":[],"consensus_categories":[],"category_scores_codex":[0.0001292351,0.0002149452,0.0003438709,0.0004045252,0.0000556129,0.00005312267,0.00017563,0.00006606834,0.0000707012],"category_scores_gemma":[0.000005422107,0.0002033873,0.0001649328,0.0008707782,0.000006606855,0.0001147342,0.00001932345,0.0001531279,0.0003728123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004542598,"about_ca_system_score_gemma":0.00002631155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000629209,"about_ca_topic_score_gemma":0.000003128463,"domain_scores_codex":[0.9986847,0.00003552237,0.00027876,0.0002764771,0.0003178857,0.0004066575],"domain_scores_gemma":[0.9992427,0.00009169496,0.0000425215,0.0004343428,0.00003150838,0.0001572869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009763434,0.00004193531,0.4914069,0.0009925697,0.0005003479,0.00001710325,0.00009996658,0.4555579,0.04627248,0.0004105477,0.00008357958,0.004606866],"study_design_scores_gemma":[0.00204666,0.0006868921,0.07019182,0.005337734,0.0003506778,0.000004608312,0.001052437,0.3518998,0.5663725,0.00001730266,0.0002595422,0.001780084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7384632,0.001860291,0.1710644,0.00008985576,0.006147027,0.001516674,0.00003535492,0.004604266,0.07621896],"genre_scores_gemma":[0.9973652,0.000008618717,0.002207387,0.00001115236,0.000182677,0.00002692999,0.000004688722,0.00004722007,0.0001461414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5201,"threshold_uncertainty_score":0.8293895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019309142399333,"score_gpt":0.2214445196934254,"score_spread":0.2112514282694321,"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."}}