{"id":"W3045545269","doi":"10.2196/19744","title":"High-Quality Transmission of Cardiotocogram and Fetal Information Using a 5G System: Pilot Experiment","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Waveform; Medicine; Transmission (telecommunications); Fetal heart rate; Fetal movement; Ultrasound; Real-time computing; Computer science; Fetus; Telecommunications; Pregnancy; Heart rate; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003067419,0.0001413861,0.0004916321,0.00006393876,0.00004591863,0.0000121886,0.00008165404,0.0001553169,0.00004522293],"category_scores_gemma":[0.00008799165,0.0001041161,0.00007802571,0.0001588512,0.0001815771,0.0003144573,0.00006187535,0.000245021,0.00001384253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004039491,"about_ca_system_score_gemma":0.0001202297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002903913,"about_ca_topic_score_gemma":1.236562e-7,"domain_scores_codex":[0.9980362,0.000042675,0.0009611087,0.00006940391,0.0007108641,0.0001797708],"domain_scores_gemma":[0.999039,0.00004673082,0.0002172676,0.0001316143,0.00007907088,0.0004863456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005573976,0.0008745955,0.001862504,0.05854105,0.0005911513,0.0002191465,0.1159583,0.00006925248,0.04528467,0.01254291,0.001591478,0.756891],"study_design_scores_gemma":[0.07446516,0.0257118,0.02320892,0.01005792,0.001223147,0.006785612,0.1218207,0.4900041,0.1345716,0.0002922477,0.1086265,0.003232279],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9563524,0.0001317892,0.03796164,0.0008030795,0.0001157601,0.001606998,0.0000255759,0.0001271013,0.002875623],"genre_scores_gemma":[0.9905857,0.00001698107,0.00778847,0.001422606,0.00007894777,0.00004461322,0.00005165636,0.000006661705,0.000004383945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7536587,"threshold_uncertainty_score":0.4245731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03702513763164546,"score_gpt":0.3275404516063111,"score_spread":0.2905153139746656,"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."}}