{"id":"W2150825183","doi":"10.1016/j.resuscitation.2014.05.028","title":"How much of NEWS could be measured by a machine, and would it work?","year":2014,"lang":"en","type":"letter","venue":"Resuscitation","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thunder Bay Regional Health Sciences Centre","funders":"","keywords":"Medicine; Early warning score; Warning system; Blood pressure; Respiratory rate; Breathing; Heart rate; Medical emergency; Internal medicine; Psychiatry; Computer science; Telecommunications","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":[0.006686362,0.0008007033,0.001397848,0.0007617903,0.007205154,0.006597333,0.002203979,0.09223869,0.007449177],"category_scores_gemma":[0.06263498,0.001087391,0.001446871,0.0006388924,0.00495979,0.007465235,0.002247609,0.08127838,0.005784781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009477464,"about_ca_system_score_gemma":0.01144324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0174964,"about_ca_topic_score_gemma":0.02458016,"domain_scores_codex":[0.9930049,0.002739449,0.0008723923,0.0007512958,0.001747872,0.0008841569],"domain_scores_gemma":[0.9776774,0.01174372,0.001439522,0.0004841645,0.003864442,0.004790831],"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":[0.0001103132,0.00009036362,0.001860914,0.0000580938,0.00004184938,0.001867624,0.0003224841,0.0001396732,0.0002174616,0.006339832,0.9768553,0.01209614],"study_design_scores_gemma":[0.0002277039,0.0001978,0.002618088,0.0006890016,0.00008556146,0.003599226,0.002218723,0.001603383,0.0004750725,0.03754485,0.9505268,0.0002137796],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001529158,0.0002379433,0.00005282742,0.9950098,0.003677679,0.000003880658,0.00001170202,0.000006107327,0.0008471542],"genre_scores_gemma":[0.002045149,0.0005031027,0.0002177072,0.9831025,0.01022017,0.00001696999,0.000008758895,0.00001003856,0.003875573],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09223869,"threshold_uncertainty_score":0.06876415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09640752137273141,"score_gpt":0.3230248078289012,"score_spread":0.2266172864561698,"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."}}