{"id":"W6967044729","doi":"10.48741/mut.22249339.v1","title":"The Challenges of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) testing in low-middle income countries and possible cost-effective measures in resource-limited settings","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Developing country; Diagnostic test; Coronavirus disease 2019 (COVID-19); Psychological intervention; Coronavirus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); High income countries","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":[0.003046841,0.0005993564,0.001207761,0.002259335,0.0003236336,0.002566371,0.0008964207,0.001080772,0.002942463],"category_scores_gemma":[0.007403421,0.0002812725,0.001131527,0.00295109,0.0007078565,0.002057084,0.0007872885,0.00105541,0.0007468036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009414227,"about_ca_system_score_gemma":0.004182127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00613535,"about_ca_topic_score_gemma":0.007294473,"domain_scores_codex":[0.9975469,0.001001503,0.0004786776,0.0002736678,0.0005250035,0.000174313],"domain_scores_gemma":[0.9955145,0.002654402,0.0007665469,0.00007066703,0.0008563274,0.0001375833],"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":[0.0001901322,0.00007745558,0.008482755,0.08864701,0.0007796573,0.0006949891,0.0007446849,0.001260688,0.001390918,0.005526858,0.04472648,0.8474784],"study_design_scores_gemma":[0.00004784379,0.0004237526,0.02620333,0.05078209,0.001715833,0.003226064,0.002504928,0.0005395159,0.001593693,0.004399472,0.9084528,0.0001106681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00217013,0.9903237,0.0004277942,0.004296714,0.0003619089,0.00001909039,0.000524667,0.00002192844,0.001854056],"genre_scores_gemma":[0.01278413,0.9833329,0.000964919,0.001724261,0.0004289405,0.00003915727,0.0003430251,0.0000083749,0.0003742721],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00613535,"threshold_uncertainty_score":0.0161134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08632620836414047,"score_gpt":0.3223279919441563,"score_spread":0.2360017835800159,"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."}}