{"id":"W2999477599","doi":"10.1097/aln.0000000000003100","title":"Automated Continuous Noninvasive Ward Monitoring","year":2020,"lang":"en","type":"letter","venue":"Anesthesiology","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Assembly of First Nations","funders":"","keywords":"Medicine; Intensive care medicine","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":[0.001503503,0.0004639523,0.0003286708,0.0004934848,0.001976727,0.002622485,0.0008424103,0.0190289,0.01092697],"category_scores_gemma":[0.01151946,0.0002850392,0.0004790488,0.0002844293,0.0009037614,0.001038142,0.0009434844,0.009054443,0.006161296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002290804,"about_ca_system_score_gemma":0.003148976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004955735,"about_ca_topic_score_gemma":0.009635027,"domain_scores_codex":[0.9974838,0.0007554619,0.0002008382,0.0002246818,0.000980966,0.0003541256],"domain_scores_gemma":[0.9938406,0.002994605,0.0004609886,0.0003025689,0.001435367,0.0009659525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001696854,0.00006164046,0.004057438,0.00005444339,0.00001366562,0.005866847,0.0001917727,0.0003518779,0.001792186,0.004358112,0.9248196,0.05826281],"study_design_scores_gemma":[0.00007906038,0.0001888253,0.00558657,0.0001600877,0.00001776728,0.004745917,0.0002695669,0.003445712,0.0009560584,0.005835674,0.9786725,0.00004222155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.005420172,0.001340503,0.004148338,0.8615056,0.02172865,0.0001082386,0.0002484627,0.0005111804,0.1049889],"genre_scores_gemma":[0.07295822,0.001526236,0.003349017,0.7269434,0.03209521,0.0001557342,0.0002440862,0.0001418235,0.1625862],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.0190289,"threshold_uncertainty_score":0.03655434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692319318152341,"score_gpt":0.223908830421689,"score_spread":0.2069856372401656,"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."}}