{"id":"W4320808315","doi":"10.58397/ashkmdc.v26i4.521","title":"COVID-19 Pandemic: Critical Actions Needed","year":2021,"lang":"en","type":"article","venue":"ANNALS OF ABBASI SHAHEED HOSPITAL AND KARACHI MEDICAL & DENTAL COLLEGE","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Coronavirus Infections; Betacoronavirus; Medicine; Outbreak; Infectious disease (medical specialty); Disease","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":[0.01218359,0.00170072,0.00287876,0.001860654,0.002943943,0.006883569,0.003102294,0.01333674,0.03521428],"category_scores_gemma":[0.04066533,0.0006281285,0.002121798,0.001101768,0.003177588,0.009810934,0.004418716,0.0223919,0.007512383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002772999,"about_ca_system_score_gemma":0.03839218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004791177,"about_ca_topic_score_gemma":0.007091434,"domain_scores_codex":[0.9861802,0.006320018,0.001376442,0.0008216549,0.003551765,0.001749937],"domain_scores_gemma":[0.9314842,0.02892374,0.00309122,0.001744298,0.01795126,0.01680536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000315862,0.0007347034,0.002556008,0.006667751,0.0001764374,0.001010273,0.001176522,0.0005395607,0.0008485729,0.01257993,0.7373491,0.2360453],"study_design_scores_gemma":[0.0001788106,0.0005332916,0.005781234,0.02669444,0.000331378,0.002124325,0.01558595,0.0007448603,0.0007429086,0.0544811,0.8925203,0.0002813612],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002229936,0.1444541,0.004685286,0.809408,0.02526099,0.0004467578,0.0006309623,0.0006925639,0.01219136],"genre_scores_gemma":[0.06339473,0.3461967,0.05486222,0.4662055,0.04762194,0.002163834,0.002362205,0.0003081299,0.01688479],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03521428,"threshold_uncertainty_score":0.1178035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09891412756573076,"score_gpt":0.4308971262949525,"score_spread":0.3319829987292218,"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."}}