{"id":"W2807452729","doi":"10.1097/01.pcc.0000537869.68090.3c","title":"Abstract P-412: UTILIZATION OF ACUITY-BASED MONITORING BUNDLES","year":2018,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Visual acuity; Medical emergency; Intensive care medicine; Emergency medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003170406,0.0001808015,0.0004232903,0.0003569355,0.000131054,0.000003408276,0.0001165943,0.0002780265,0.0002268515],"category_scores_gemma":[0.003149974,0.0001503252,0.00006583939,0.0005987295,0.0005217242,0.0000568806,0.00003125479,0.0003861962,0.00002635645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009298017,"about_ca_system_score_gemma":0.0001989584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001225898,"about_ca_topic_score_gemma":0.000005313274,"domain_scores_codex":[0.9982026,0.00003855432,0.0005442489,0.0003084869,0.0005323303,0.0003737867],"domain_scores_gemma":[0.9977415,0.000555796,0.00008603971,0.0003673182,0.0009919857,0.0002573862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001739446,0.0001447247,0.9636306,0.00276571,0.00001129014,0.00005154226,0.0008775133,5.858193e-7,0.001352981,0.0006310123,0.0003004209,0.03005968],"study_design_scores_gemma":[0.004263566,0.006942437,0.9203545,0.001408493,0.000987722,0.00003932807,0.005469421,0.0001055614,0.05646132,0.0004871584,0.002989572,0.0004908841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874577,0.003947561,0.001238575,0.00267478,0.001839207,0.0002849163,0.00001134201,0.0002367471,0.002309152],"genre_scores_gemma":[0.993472,0.0001366556,0.001054168,0.0001309966,0.005126015,0.00001488727,0.0000300101,0.00002461944,0.00001065414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05510833,"threshold_uncertainty_score":0.6130084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1091754317753139,"score_gpt":0.4240229278379685,"score_spread":0.3148474960626546,"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."}}