{"id":"W4226144859","doi":"10.2139/ssrn.4080667","title":"Experience of Nurses in Using PPE During COVID-19 Pandemic in Qatar: Challenges and Lessons","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Paul University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Personal protective equipment; Medicine; Betacoronavirus; Coronavirus Infections; Virology; Medical emergency; Outbreak; Infectious disease (medical specialty); Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006926515,0.0003564995,0.0004710098,0.0003373038,0.009841949,0.004400203,0.00150585,0.003773825,0.006559549],"category_scores_gemma":[0.01774137,0.0005733012,0.0003776439,0.0003718522,0.002731381,0.003944687,0.006534951,0.007124356,0.001141024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004247434,"about_ca_system_score_gemma":0.01009657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0252284,"about_ca_topic_score_gemma":0.07467788,"domain_scores_codex":[0.9937872,0.003225189,0.000204,0.0002470566,0.0006006004,0.001936002],"domain_scores_gemma":[0.9872059,0.002705862,0.001214189,0.0002129395,0.002569623,0.006091587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001848465,0.0007596349,0.0701538,0.0004652292,0.00004054807,0.008493904,0.8474463,0.000194573,0.0007484804,0.002179675,0.03203282,0.03730018],"study_design_scores_gemma":[0.000008980395,0.000314209,0.008761759,0.0003803476,0.000009783443,0.001421754,0.9637974,0.00009428186,0.00007946404,0.0004125735,0.02468054,0.00003888519],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9041112,0.003635174,0.001211583,0.06803831,0.001871718,0.0001569714,0.0001844937,0.00004926492,0.02074135],"genre_scores_gemma":[0.9664239,0.002626418,0.001087485,0.01901328,0.0002649566,0.0001039048,0.00008029396,0.00003732532,0.01036233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0252284,"threshold_uncertainty_score":0.05016315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1127097514032142,"score_gpt":0.4477314810796432,"score_spread":0.335021729676429,"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."}}