{"id":"W4242952859","doi":"10.1177/2378023120948715","title":"Visualizing the Geographic and Demographic Distribution of COVID-19","year":2020,"lang":"en","type":"article","venue":"Socius Sociological Research for a Dynamic World","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Demography; Ethnic group; Geography; Census; Race (biology); Bivariate analysis; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Distribution (mathematics); Disease; Medicine; Population; Outbreak; Infectious disease (medical specialty); Sociology; Statistics; Virology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.007758602,0.0002413227,0.0006714291,0.00008959446,0.001273656,0.00003128291,0.0005116846,0.0002388791,0.0000641913],"category_scores_gemma":[0.07230708,0.000141066,0.0005344531,0.001120869,0.003677689,0.00004655971,0.0006439357,0.0009787604,0.000003355079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002104705,"about_ca_system_score_gemma":0.000118508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009213448,"about_ca_topic_score_gemma":0.0001350219,"domain_scores_codex":[0.9956733,0.001670144,0.000609696,0.0006223713,0.0005598717,0.0008646037],"domain_scores_gemma":[0.9579439,0.04093735,0.0001964658,0.0002581342,0.0002701897,0.0003939299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004430621,0.0002555749,0.08159511,0.001399116,0.000465712,0.000009903881,0.002215368,0.00002539075,0.0004167018,0.8864981,0.02504933,0.001626621],"study_design_scores_gemma":[0.0006204231,0.0005733279,0.02793298,0.0000290138,0.00006216101,0.000001010181,0.002076626,0.004978407,0.000003777628,0.9487474,0.01476635,0.0002085498],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7879803,0.004349587,0.05108889,0.1517535,0.00006264717,0.003432553,0.0005397015,0.0005104681,0.0002822782],"genre_scores_gemma":[0.995185,0.0008278661,0.001127981,0.00221726,0.00008482706,0.0004292347,0.00005508204,0.00001854316,0.00005419062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2072047,"threshold_uncertainty_score":0.9990337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.518984950317695,"score_gpt":0.5584131331464964,"score_spread":0.03942818282880145,"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."}}