{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005850019,0.0004988879,0.0001942243,0.0005237105,0.01209172,0.004142282,0.002263003,0.00335815,0.01051131],"category_scores_gemma":[0.007274944,0.0003445906,0.0003645635,0.0004574337,0.004425398,0.002656192,0.0116917,0.004196272,0.0009802043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01796599,"about_ca_system_score_gemma":0.1055865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09994792,"about_ca_topic_score_gemma":0.3803217,"domain_scores_codex":[0.9945761,0.001477138,0.00008549335,0.000280872,0.0008800818,0.002700303],"domain_scores_gemma":[0.9723641,0.0006095791,0.0007190678,0.0003290447,0.001255399,0.02472296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007537002,0.002674208,0.07982635,0.001381111,0.00008944971,0.007128728,0.1338621,0.0007178469,0.01343256,0.01167499,0.433929,0.31453],"study_design_scores_gemma":[0.0004107572,0.002361313,0.1513283,0.0007498161,0.00005518891,0.0006122174,0.2445953,0.0009399359,0.001341579,0.005564328,0.5919445,0.00009689631],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4912721,0.001905054,0.004130786,0.4340591,0.003730168,0.00246268,0.0002993544,0.0004886478,0.06165214],"genre_scores_gemma":[0.8855639,0.001275748,0.01023694,0.06325835,0.0008628617,0.0006992093,0.0002624108,0.0001047914,0.03773587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09994792,"threshold_uncertainty_score":0.1987323,"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."}}