{"id":"W4404947661","doi":"10.1377/hlthaff.2024.00747","title":"Reimagining Public Health","year":2024,"lang":"en","type":"letter","venue":"Health Affairs","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Public health; Business; Medicine; Nursing","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.007452737,0.0008141616,0.001673876,0.001285738,0.002824169,0.000140881,0.0008004058,0.001821494,0.002027063],"category_scores_gemma":[0.0006302249,0.0006645154,0.0002851149,0.001339948,0.0001597518,0.0003214311,0.0003704455,0.01738052,0.01099807],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006398896,"about_ca_system_score_gemma":0.05961335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01733364,"about_ca_topic_score_gemma":0.00078176,"domain_scores_codex":[0.9845332,0.003555423,0.003139094,0.001388886,0.001146117,0.006237267],"domain_scores_gemma":[0.9931464,0.001134367,0.001871002,0.001550708,0.0003878587,0.001909642],"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":[0.000002408141,0.00002603986,0.00008549693,0.01364128,0.00003925113,0.00001952942,0.01336317,1.624073e-7,2.402908e-8,0.001690884,0.9606407,0.01049107],"study_design_scores_gemma":[0.0002962351,0.0001831612,0.0001445084,0.002122035,0.000009720555,0.00001900614,0.008968615,0.00006333306,1.109206e-8,0.0009596869,0.9867441,0.0004895613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000004400753,0.006632498,0.0001632807,0.8977891,0.02686482,0.002755447,0.0004079259,0.001266964,0.06411563],"genre_scores_gemma":[0.0002225597,0.002651737,0.0006150269,0.8797047,0.04393189,0.001150137,0.002644282,0.0003497538,0.0687299],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05321445,"threshold_uncertainty_score":0.9995806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1724324538875131,"score_gpt":0.491206230016667,"score_spread":0.3187737761291539,"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."}}