{"id":"W3164625280","doi":"10.1111/resp.14093","title":"<scp>COVID</scp>‐19 situation in Pakistan: A broad overview","year":2021,"lang":"en","type":"article","venue":"Respirology","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Public Health; Ottawa Hospital","funders":"","keywords":"Pandemic; Case fatality rate; Medicine; Outbreak; Population; Socioeconomics; Environmental health; Coronavirus disease 2019 (COVID-19); Geography; Demography; Disease; Virology; Infectious disease (medical specialty)","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":[0.0004280218,0.0003958262,0.0002725956,0.002934324,0.0008517043,0.001853412,0.0004627134,0.001025209,0.01011706],"category_scores_gemma":[0.0007708949,0.0002250532,0.0003952512,0.004064364,0.0005298435,0.001674684,0.001094007,0.001067827,0.00114085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001721728,"about_ca_system_score_gemma":0.005121637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04318745,"about_ca_topic_score_gemma":0.03441835,"domain_scores_codex":[0.999651,0.00004638091,0.000054646,0.00004737207,0.00009858105,0.0001020102],"domain_scores_gemma":[0.9992896,0.0001313416,0.0001786336,0.000009834774,0.0002079094,0.0001825737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002683324,0.000253736,0.1524446,0.009160504,0.0001765413,0.006256204,0.002296718,0.000822151,0.0007272992,0.007126322,0.2544515,0.566016],"study_design_scores_gemma":[0.0000196725,0.0003987463,0.313127,0.01242378,0.0001505749,0.01370579,0.009605993,0.000513942,0.0004115435,0.002518018,0.6470086,0.0001163695],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1009674,0.6758366,0.00183616,0.08408572,0.003421219,0.0004015127,0.02378979,0.000293272,0.1093682],"genre_scores_gemma":[0.2214479,0.7530119,0.001159275,0.009812288,0.00222775,0.00009618546,0.007508598,0.00003473194,0.004701168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04318745,"threshold_uncertainty_score":0.08587211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2697983006171636,"score_gpt":0.4788744660097972,"score_spread":0.2090761653926336,"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."}}