{"id":"W3107684801","doi":"10.1097/phh.0000000000001300","title":"COVID-19 and Public Health: Looking Back, Moving Forward","year":2020,"lang":"en","type":"article","venue":"Journal of Public Health Management and Practice","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health","funders":"","keywords":"Social distance; Pandemic; Public health; Ambiguity; Confusion; Economic cost; Limiting; Coronavirus disease 2019 (COVID-19); Psychological intervention; Public relations; Political science; Medicine; Business; Psychology; Economics; Nursing; Disease; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02495192,0.0002473099,0.0006642691,0.0005363724,0.001979442,0.0002443513,0.0003171212,0.0001524496,0.0005309181],"category_scores_gemma":[0.01528395,0.0002207731,0.00006828268,0.0008340907,0.00008708427,0.002542471,0.000348293,0.001303295,0.00005195906],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001103062,"about_ca_system_score_gemma":0.008229917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001545352,"about_ca_topic_score_gemma":0.00009749828,"domain_scores_codex":[0.9906101,0.004583997,0.002094106,0.0003796985,0.0007202756,0.001611839],"domain_scores_gemma":[0.9863293,0.003140304,0.003260367,0.0002553796,0.0004843956,0.006530274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001099836,0.0002175114,0.009973483,0.009331875,0.0002172645,0.0000193033,0.05822099,0.000004507602,8.931183e-7,0.03246049,0.7005258,0.188918],"study_design_scores_gemma":[0.001401874,0.0004523147,0.004851997,0.0001106611,0.0000196147,0.00007024677,0.07557855,0.0002126793,1.257441e-8,0.0002658573,0.9168887,0.0001474743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003456932,0.004689959,0.0243219,0.9536538,0.001142265,0.001052405,0.000009824514,0.00005451062,0.01161842],"genre_scores_gemma":[0.07731801,0.03008267,0.01353563,0.875096,0.002689467,0.0000463482,0.00002141653,0.00005821555,0.001152293],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.216363,"threshold_uncertainty_score":0.9993199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3101077226767347,"score_gpt":0.5151573254723182,"score_spread":0.2050496027955835,"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."}}