{"id":"W4387715173","doi":"10.2196/47981","title":"Evaluation of a Targeted COVID-19 Community Outreach Intervention: Case Report for Precision Public Health","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outreach; Psychological intervention; Environmental health; Public health; Geography; Intervention (counseling); Medicine; Poisson regression; Census; Population; Nursing; Political science","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":[0.01209706,0.0008834401,0.0004714864,0.001004489,0.004108538,0.001729082,0.002542339,0.004058202,0.004407717],"category_scores_gemma":[0.02567267,0.0004550334,0.001023881,0.0007136236,0.001397183,0.001142282,0.003363547,0.00214062,0.0004049883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006932451,"about_ca_system_score_gemma":0.01782057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02074632,"about_ca_topic_score_gemma":0.02949966,"domain_scores_codex":[0.9850573,0.009479835,0.0006499852,0.0009651899,0.001651066,0.0021967],"domain_scores_gemma":[0.9888468,0.005608883,0.00143005,0.00102761,0.001480698,0.001606025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.002755205,0.0378985,0.1974194,0.004577363,0.0004019401,0.1281732,0.02213078,0.008803224,0.00786552,0.01659553,0.04201946,0.5313599],"study_design_scores_gemma":[0.007194139,0.108272,0.3296582,0.01944829,0.001671341,0.1010172,0.1056289,0.06750571,0.03546634,0.03253514,0.1907832,0.0008195321],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8441083,0.003383364,0.02996454,0.04399254,0.0008819142,0.0320226,0.001419916,0.0004145298,0.04381222],"genre_scores_gemma":[0.9542726,0.001790434,0.0257145,0.006972005,0.0002128998,0.0082077,0.0004231202,0.00003952858,0.002367077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02074632,"threshold_uncertainty_score":0.06397611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2113777533227503,"score_gpt":0.4610677934672212,"score_spread":0.2496900401444708,"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."}}