{"id":"W4416378535","doi":"10.1097/phh.0000000000002262","title":"Local Public Health Unit Priorities, Actions, and Barriers in Addressing Inequities During the COVID-19 Pandemic in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Public Health Management and Practice","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Barrie Urology Group; Public Health Ontario","funders":"","keywords":"Public health; Pandemic; Unit (ring theory); Equity (law); Health equity; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003073997,0.0002360384,0.0002912287,0.0006777705,0.01113748,0.002572599,0.001519734,0.0006542247,0.003147837],"category_scores_gemma":[0.006977278,0.0003241551,0.0002960056,0.00175454,0.003404498,0.0009599997,0.003442731,0.001003017,0.0001086401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1022763,"about_ca_system_score_gemma":0.2063017,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9908292,"about_ca_topic_score_gemma":0.9963868,"domain_scores_codex":[0.996009,0.0009733381,0.0001421248,0.0002077891,0.000605275,0.002062424],"domain_scores_gemma":[0.991509,0.001073061,0.0007626506,0.0001158627,0.002003097,0.004536398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003680689,0.0002201782,0.6010099,0.002140593,0.00009263492,0.002389017,0.2526778,0.00125145,0.002458833,0.006411138,0.03727813,0.09370226],"study_design_scores_gemma":[0.00003316929,0.0001379055,0.529468,0.001013358,0.00004718787,0.0001243752,0.4228051,0.0006215172,0.0003140566,0.0006864741,0.04467605,0.00007272488],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9369016,0.00313127,0.0008700246,0.03175461,0.0001389095,0.0004813448,0.0008888852,0.00005101677,0.02578233],"genre_scores_gemma":[0.9933233,0.001153373,0.0007524608,0.001873776,0.00001585387,0.00009411556,0.0001668616,0.000009115309,0.002611127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1022763,"threshold_uncertainty_score":0.7420696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2909481666638739,"score_gpt":0.4941694590122414,"score_spread":0.2032212923483675,"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."}}