{"id":"W4283752707","doi":"10.1371/journal.pone.0267026","title":"Evaluation of Sibel’s Advanced Neonatal Epidermal (ANNE) wireless continuous physiological monitor in Nairobi, Kenya","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Pulse oximetry; Medicine; Limits of agreement; Capnography; Respiratory rate; Mean difference; Heart rate; Statistics; Mathematics; Confidence interval; Internal medicine; Nuclear medicine; Anesthesia","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":[0.004455954,0.0004983135,0.0003253462,0.0004953227,0.0004769467,0.0005578586,0.0006653161,0.0004771838,0.0005566223],"category_scores_gemma":[0.009566318,0.0002651658,0.00016308,0.0004517066,0.0003554478,0.0006077981,0.0008981165,0.0003002663,0.000171453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001829633,"about_ca_system_score_gemma":0.001771229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05272182,"about_ca_topic_score_gemma":0.1010813,"domain_scores_codex":[0.997789,0.001093852,0.000260341,0.0002367073,0.0004550771,0.0001649953],"domain_scores_gemma":[0.9976816,0.0004851262,0.0004825073,0.0001007954,0.001075517,0.0001743969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006861479,0.0001376299,0.9441133,0.0004176139,0.000084033,0.001042295,0.002738415,0.001871068,0.00702105,0.0002382199,0.0008815246,0.0407688],"study_design_scores_gemma":[0.00007414034,0.001489097,0.9777469,0.0003109089,0.0001053888,0.0008659816,0.003495058,0.006270799,0.004750161,0.00009150091,0.004751835,0.00004818449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936525,0.0005272576,0.001409274,0.0003253896,0.00002060751,0.000427326,0.0006678141,0.00002696617,0.00294296],"genre_scores_gemma":[0.991842,0.0004196946,0.006105971,0.000148956,0.000009741111,0.0003138221,0.0005378767,0.00001051114,0.000611409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05272182,"threshold_uncertainty_score":0.1048299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09797840844471815,"score_gpt":0.3213504512759039,"score_spread":0.2233720428311857,"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."}}