{"id":"W3087088645","doi":"10.1016/j.amsu.2020.09.027","title":"A cross-sectional survey on availability of facilities to healthcare workers in Pakistan during the COVID-19 pandemic","year":2020,"lang":"en","type":"article","venue":"Annals of Medicine and Surgery","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Personal protective equipment; Pandemic; Medicine; Health care; Quarter (Canadian coin); Cross-sectional study; Coronavirus disease 2019 (COVID-19); Isolation (microbiology); Public health; Medical emergency; Nursing; Family medicine; Environmental health; Economic growth; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001008848,0.0001837544,0.0001959206,0.0005316703,0.0006776471,0.000571628,0.0003364059,0.0004915829,0.003106525],"category_scores_gemma":[0.002679688,0.0002676887,0.0002490192,0.0008053826,0.0003799559,0.0005847597,0.0004693768,0.0006518457,0.0004049361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006765885,"about_ca_system_score_gemma":0.001037091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02332867,"about_ca_topic_score_gemma":0.02661868,"domain_scores_codex":[0.9992543,0.0001724654,0.0001193116,0.00009311284,0.0001551522,0.0002056917],"domain_scores_gemma":[0.997095,0.0004669189,0.001491618,0.00006143684,0.0003837336,0.000501305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002793841,0.00006992386,0.9965377,0.00005403838,0.00001077337,0.000108258,0.001263012,0.00002253057,0.0001316258,0.00001102906,0.0004200354,0.001343025],"study_design_scores_gemma":[0.000002288185,0.0001308306,0.9945117,0.00003767665,0.000003232436,0.000122069,0.004823148,0.0000299682,0.00002555204,0.000005909413,0.0003027998,0.000004821715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978471,0.00008623917,0.00003288059,0.000199384,0.000007496345,0.0000433601,0.001044179,0.000001849975,0.0007374943],"genre_scores_gemma":[0.9991499,0.0001587133,0.00005692663,0.0001168245,0.000005365603,0.00002979167,0.000338164,4.964093e-7,0.000143705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02332867,"threshold_uncertainty_score":0.04638577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4270643928413733,"score_gpt":0.5190541415759515,"score_spread":0.09198974873457827,"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."}}