{"id":"W2145348860","doi":"10.2105/ajph.2004.058065","title":"In the Name of Public Health","year":2005,"lang":"en","type":"letter","venue":"American Journal of Public Health","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario","funders":"","keywords":"Public health; Environmental health; Medicine; Family medicine; Pathology","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","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.04385504,0.000545277,0.002608719,0.00209505,0.0008438354,0.00007439372,0.002098589,0.0005755544,0.0007894852],"category_scores_gemma":[0.002426965,0.0003840832,0.0003889754,0.002646658,0.0006303467,0.0007613019,0.000138971,0.01058597,0.00009052132],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004237324,"about_ca_system_score_gemma":0.07840895,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02391366,"about_ca_topic_score_gemma":0.0009276475,"domain_scores_codex":[0.9650891,0.02138386,0.00646945,0.0005048119,0.002163005,0.004389816],"domain_scores_gemma":[0.9797236,0.003209706,0.01315918,0.001148718,0.001302951,0.001455855],"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":[0.00000515037,0.0002101633,0.001360322,0.0007212701,0.00005131313,0.000009858592,0.03030774,7.016913e-7,6.621089e-8,0.0008345568,0.8476486,0.1188502],"study_design_scores_gemma":[0.0006101294,0.001550334,0.008202483,0.0004370488,0.000006894319,0.0001211895,0.03060736,0.000006841829,1.315443e-8,0.0001276789,0.9580987,0.0002313178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004580124,0.002541816,0.000627009,0.9849552,0.003193425,0.001195165,0.0001196953,0.00002729155,0.002760259],"genre_scores_gemma":[0.01617226,0.005404606,0.001081211,0.9565493,0.01943528,0.00009259895,0.0001224354,0.0001059406,0.00103635],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1186189,"threshold_uncertainty_score":0.9998611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1786627141346517,"score_gpt":0.4980597355718743,"score_spread":0.3193970214372226,"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."}}