{"id":"W3014975272","doi":"10.2196/18844","title":"Novel Coronavirus in Cape Town Informal Settlements: Feasibility of Using Informal Dwelling Outlines to Identify High Risk Areas for COVID-19 Transmission From A Social Distancing Perspective","year":2020,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council","keywords":"Social distance; Human settlement; Settlement (finance); Informal settlements; Geography; Sanitation; Distancing; Socioeconomics; Cape; Coronavirus disease 2019 (COVID-19); Environmental planning; Business; Economic growth; Sociology; Archaeology; Engineering; Medicine; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001254295,0.0005429105,0.0002783989,0.001832959,0.0008898782,0.001436852,0.0006863405,0.0003759115,0.001634998],"category_scores_gemma":[0.006483885,0.0002317465,0.0003137528,0.001188487,0.000661531,0.000712986,0.001125215,0.0002599665,0.0002581102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001208547,"about_ca_system_score_gemma":0.001010897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06516144,"about_ca_topic_score_gemma":0.1034353,"domain_scores_codex":[0.9992825,0.0002571339,0.00005154044,0.0001546114,0.0001535308,0.0001005873],"domain_scores_gemma":[0.9986557,0.0003742834,0.000432149,0.0001062882,0.0002598361,0.0001717469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003888551,0.0001959372,0.9203728,0.0004123495,0.00006161976,0.002361002,0.01846435,0.0009836191,0.008786115,0.0004208253,0.00104313,0.04650935],"study_design_scores_gemma":[0.00006115384,0.0006194653,0.9548814,0.0003923187,0.00006351696,0.0008289243,0.03191465,0.00471064,0.001914268,0.0003642121,0.004190858,0.00005864407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963845,0.0001433561,0.0009355738,0.0001029602,0.0000134802,0.0002842382,0.0003533635,0.00001304056,0.001769382],"genre_scores_gemma":[0.9930546,0.0001570191,0.005508949,0.00002845862,0.000006968095,0.0002286639,0.0002586448,0.000003859376,0.000752859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06516144,"threshold_uncertainty_score":0.1295643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1580906652113403,"score_gpt":0.4155598026472967,"score_spread":0.2574691374359565,"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."}}