{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001704701,0.0002747989,0.0005611892,0.0001717013,0.00004166589,0.00005500714,0.00006604526,0.0008653668,0.000034884],"category_scores_gemma":[0.000261057,0.0002187916,0.0001293792,0.0001711201,0.00006725856,0.00005301565,0.00001542913,0.0007544829,0.000008014737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009253812,"about_ca_system_score_gemma":0.00004627786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001403225,"about_ca_topic_score_gemma":0.00002565082,"domain_scores_codex":[0.9983791,0.0001029418,0.000291573,0.0003920504,0.0006153565,0.000219024],"domain_scores_gemma":[0.9988051,0.0002749985,0.0002912211,0.0003611189,0.0001887823,0.00007876287],"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":[0.00005922096,0.00007788066,0.006128584,0.000321001,0.0002284684,0.00003085731,0.0001840748,1.766529e-7,0.0002728253,0.00001125038,0.9888785,0.003807083],"study_design_scores_gemma":[0.002073685,0.0003207306,0.005361494,0.0005498026,0.0005873656,0.000008647818,0.00008982695,0.0000265357,0.000540051,0.0001101743,0.9901158,0.0002159262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007401677,0.002280585,0.0001131219,0.9881251,0.0001931273,0.0006401173,0.0000798164,0.00003219681,0.001134279],"genre_scores_gemma":[0.1802401,0.001114042,0.0008079013,0.8075264,0.001081701,0.0001988798,0.003676846,0.0001049189,0.005249212],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1805987,"threshold_uncertainty_score":0.8922061,"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."}}