{"id":"W3048227458","doi":"10.12927/hcq.2020.26282","title":"In a Time of Need: A Grassroots Initiative in Response to PPE Shortage in the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Middlesex London Health Unit","funders":"","keywords":"Personal protective equipment; Grassroots; Pandemic; Medicine; Health care; Economic shortage; Coronavirus disease 2019 (COVID-19); Scope of practice; Medical emergency; Nursing; Family medicine; Infectious disease (medical specialty); Political science; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00125436,0.00009902124,0.0002998594,0.0003215631,0.00002218717,0.000007363875,0.00007258693,0.0000969325,0.00006243953],"category_scores_gemma":[0.0004163331,0.00008032605,0.00004681756,0.0008159816,0.00001883823,0.00007844672,0.000005653792,0.0003179906,0.00004641411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002048849,"about_ca_system_score_gemma":0.0004232329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001893477,"about_ca_topic_score_gemma":0.005520533,"domain_scores_codex":[0.9981074,0.0007671377,0.0004804431,0.0002017917,0.0002285818,0.0002146471],"domain_scores_gemma":[0.9991723,0.0003850331,0.00008061597,0.0001415992,0.00005140396,0.000169001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009502728,0.0001726627,0.8637413,0.0002361491,0.000007594135,0.0002476835,0.120281,0.00002438455,0.001860204,0.0001194929,0.0008125977,0.002994276],"study_design_scores_gemma":[0.003683583,0.004693754,0.9793746,0.0001421354,0.00000829778,0.00004292848,0.00774773,0.001029199,0.00001074083,0.0002227966,0.002935058,0.0001092087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9038531,0.00006212565,0.0003746687,0.09461774,0.00003935576,0.0009453,0.00001513491,0.00002128258,0.00007133649],"genre_scores_gemma":[0.9643766,0.000003167788,0.00001769762,0.03540955,0.00006334704,0.0000882745,0.00001222118,0.000008636352,0.00002046693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1156333,"threshold_uncertainty_score":0.3275601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06551206302361419,"score_gpt":0.3676910662319455,"score_spread":0.3021790032083313,"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."}}