{"id":"W3150115359","doi":"10.1016/j.infpip.2021.100139","title":"Health Science Students as PPE Coaches in the Emergency Department – a Pandemic Pilot Project","year":2021,"lang":"en","type":"article","venue":"Infection Prevention in Practice","topic":"Disaster Response and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Authority; University of Saskatchewan","funders":"College of Education, University of Saskatchewan","keywords":"Checklist; Emergency department; Coronavirus disease 2019 (COVID-19); Pandemic; Medical education; Personal protective equipment; Medicine; Medical emergency; Psychology; Nursing; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00878518,0.0001239062,0.0001666209,0.0003200359,0.0005913154,0.00005342305,0.0002300653,0.00004730069,0.0002027219],"category_scores_gemma":[0.001377461,0.0001040369,0.00004321591,0.001606326,0.00003851392,0.0009823669,0.0002525645,0.0005299805,0.0002867981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005614558,"about_ca_system_score_gemma":0.001224331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002542028,"about_ca_topic_score_gemma":0.006329856,"domain_scores_codex":[0.9945337,0.003202752,0.0007323009,0.0003956549,0.0006961074,0.0004394619],"domain_scores_gemma":[0.9987512,0.000325761,0.0003352422,0.0003691022,0.0001662304,0.00005247656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005125366,0.00451268,0.9502099,0.0002788492,0.00006490221,0.00003701244,0.0178466,0.00004451425,0.0001573578,0.01079697,0.005108055,0.0104306],"study_design_scores_gemma":[0.002166515,0.000744544,0.7236914,0.0003979477,0.0000543549,0.00005356724,0.0372378,0.00002354952,0.00001501246,0.002515351,0.2329032,0.0001967626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522688,0.0002094298,0.0006257719,0.003680307,0.001389195,0.002461207,0.000001782286,0.00006310108,0.03930037],"genre_scores_gemma":[0.9909367,0.00175351,0.0001137396,0.002347564,0.00005269824,0.001166696,0.00001468043,0.00001110764,0.003603335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2277951,"threshold_uncertainty_score":0.454798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1728075281406514,"score_gpt":0.5709386946928348,"score_spread":0.3981311665521834,"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."}}