{"id":"W4416516605","doi":"10.2139/ssrn.5767982","title":"Long COVID in Pakistan: A Call for Urgent Health System Response","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; MEDLINE; Healthcare system","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":[0.004431625,0.000420862,0.0009496254,0.0006697387,0.004876616,0.004641579,0.001156719,0.01383671,0.03476695],"category_scores_gemma":[0.0117877,0.0004537569,0.0009687744,0.001314072,0.002708877,0.003652471,0.004297896,0.0132254,0.002911153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006895829,"about_ca_system_score_gemma":0.01603296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05632984,"about_ca_topic_score_gemma":0.1157055,"domain_scores_codex":[0.9969311,0.0009451223,0.0002208934,0.000233758,0.0004885052,0.00118064],"domain_scores_gemma":[0.9799289,0.004449761,0.003356206,0.0005012402,0.001872457,0.009891344],"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":[0.001600718,0.0007246567,0.1789088,0.001294169,0.0003288771,0.01302453,0.005332362,0.0006542574,0.001087201,0.01471596,0.7198511,0.06247739],"study_design_scores_gemma":[0.000772733,0.001579651,0.490435,0.002912359,0.0003274284,0.003866968,0.06046401,0.00214002,0.0005579301,0.02869475,0.4078382,0.0004109027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05451236,0.003572813,0.000312245,0.926397,0.006569037,0.00005552614,0.002067727,0.00007119804,0.006442057],"genre_scores_gemma":[0.5753992,0.007009686,0.001449929,0.3933455,0.01241445,0.000171308,0.001741227,0.00008240293,0.008386336],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05632984,"threshold_uncertainty_score":0.116307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01379766216732436,"score_gpt":0.3588273261698935,"score_spread":0.3450296640025691,"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."}}