{"id":"W3161100310","doi":"10.2196/28269","title":"An Urban Population Health Observatory System to Support COVID-19 Pandemic Preparedness, Response, and Management: Design and Development Study","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Pandemic; Population health; Population; Health policy; Public health surveillance; Global health; Psychological intervention","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":[0.008142254,0.0006228862,0.0003332013,0.0009330115,0.0007839134,0.001246494,0.001369631,0.0008411085,0.005359764],"category_scores_gemma":[0.007066648,0.0004278696,0.0005755572,0.0006247944,0.0007227551,0.001406109,0.002333871,0.0006342321,0.0006897509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001537993,"about_ca_system_score_gemma":0.003404677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005688712,"about_ca_topic_score_gemma":0.004895071,"domain_scores_codex":[0.9966614,0.001942378,0.0001783249,0.0004191497,0.0004112814,0.0003874677],"domain_scores_gemma":[0.9937127,0.002471488,0.0004469014,0.0006802907,0.001232645,0.001455781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007596177,0.02836608,0.3821188,0.003894502,0.0005936096,0.004388497,0.01967738,0.02292576,0.04531561,0.008660329,0.02435134,0.452112],"study_design_scores_gemma":[0.008244016,0.07020268,0.4127897,0.001383588,0.001429296,0.001989212,0.02973299,0.2519167,0.04736161,0.005843596,0.168412,0.0006947375],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.904718,0.0001060952,0.06549617,0.0007170721,0.0001044768,0.01846225,0.002349039,0.002566245,0.005480637],"genre_scores_gemma":[0.8173854,0.0001477521,0.1600758,0.0004376041,0.00004509,0.01669842,0.002059852,0.0001937479,0.002956332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008142254,"threshold_uncertainty_score":0.04306084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2815049796669395,"score_gpt":0.468538308322532,"score_spread":0.1870333286555925,"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."}}