{"id":"W3097092025","doi":"10.1016/j.chest.2020.10.066","title":"What Does Severe Acute Respiratory Syndrome Coronavirus 2 Mean for Global Pneumonia Prevention, Diagnosis, and Treatment?","year":2020,"lang":"en","type":"article","venue":"CHEST Journal","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Global Health Research","funders":"University of Cape Town; Medical Research Council; University of Edinburgh; National Center for Advancing Translational Sciences; Yale University","keywords":"Public health; Pneumonia; Pandemic; Global health; Poverty; Population; Child mortality; Epidemiology; Coronavirus","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":[0.01486147,0.0007791221,0.002813866,0.001417021,0.00161066,0.00627291,0.001418303,0.005047454,0.01345942],"category_scores_gemma":[0.05951707,0.0006901461,0.002032437,0.001399272,0.002708663,0.00965762,0.002010748,0.007064982,0.003092679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003233032,"about_ca_system_score_gemma":0.00904698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01100253,"about_ca_topic_score_gemma":0.02717182,"domain_scores_codex":[0.9949799,0.002065744,0.0007578743,0.0004580242,0.001137271,0.0006011972],"domain_scores_gemma":[0.9730661,0.01222389,0.003516015,0.0007236745,0.007473674,0.002996652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001702733,0.0005420026,0.08013275,0.00754151,0.002259023,0.0002363203,0.001477344,0.0008209439,0.000518922,0.01774228,0.3365809,0.5504453],"study_design_scores_gemma":[0.001105378,0.001711691,0.3038999,0.04614971,0.00748177,0.001323368,0.01713756,0.002837422,0.0009748444,0.0920702,0.5247422,0.0005658834],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006642677,0.233808,0.000500822,0.7395253,0.01226713,0.00002383894,0.0008537211,0.000068684,0.006309838],"genre_scores_gemma":[0.2391668,0.4226514,0.003211151,0.2464494,0.08450645,0.0001942304,0.001298322,0.000143284,0.002378935],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01486147,"threshold_uncertainty_score":0.07859588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1299907171061933,"score_gpt":0.4134615346209193,"score_spread":0.283470817514726,"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."}}