{"id":"W3202148915","doi":"10.1186/s41118-021-00130-w","title":"Risk assessment for COVID-19 transmission at household level in sub-Saharan Africa: evidence from DHS","year":2021,"lang":"en","type":"article","venue":"Genus","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation; International Development Research Centre; Styrelsen för Internationellt Utvecklingssamarbete; United States Agency for International Development","keywords":"Sanitation; Tanzania; Environmental health; Transmission (telecommunications); Geography; Socioeconomics; Isolation (microbiology); Hygiene; Medicine; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.006471382,0.0004613078,0.0004137001,0.002300609,0.0004984257,0.0009709718,0.0008513085,0.000378807,0.002197508],"category_scores_gemma":[0.030371,0.0004310536,0.001011508,0.003356053,0.0007347769,0.001109324,0.001399226,0.0006944597,0.00013682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007267001,"about_ca_system_score_gemma":0.0007282468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03024421,"about_ca_topic_score_gemma":0.02034866,"domain_scores_codex":[0.9950365,0.003573875,0.0003561004,0.0003303088,0.0003576804,0.0003455828],"domain_scores_gemma":[0.9777039,0.01251,0.006551091,0.001055959,0.001630615,0.0005483234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000647884,0.00003259204,0.9845964,0.0003846606,0.0006192806,0.000106162,0.001743744,0.0001924175,0.00002448676,0.0003035169,0.000512882,0.01141902],"study_design_scores_gemma":[0.00001909652,0.0001327725,0.9877867,0.0009208364,0.0004060792,0.0003392875,0.006130897,0.001295852,0.00006252134,0.0003357227,0.002550277,0.00001979343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843688,0.007196704,0.001278649,0.0009142692,0.0000328552,0.0001314391,0.003640093,0.00001149196,0.002425666],"genre_scores_gemma":[0.9961938,0.002555688,0.0004193959,0.00007483543,0.00001678302,0.00005905033,0.0005841488,0.000002606921,0.00009370938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03024421,"threshold_uncertainty_score":0.06013632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5203764185632844,"score_gpt":0.4520188667123342,"score_spread":0.06835755185095027,"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."}}