{"id":"W2025403984","doi":"10.1016/j.puhe.2014.04.011","title":"Knowledge exchange in public health","year":2014,"lang":"en","type":"editorial","venue":"Public Health","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver Coastal Health; Vancouver Coastal Health Research Institute","funders":"Medical Research Council","keywords":"Public health; Medicine; Environmental health; 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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity","insufficient_payload"],"category_scores_codex":[0.06925619,0.0006750456,0.001908512,0.002723925,0.002874572,0.0002054346,0.001851429,0.001879875,0.001879019],"category_scores_gemma":[0.02319156,0.0006219408,0.0001574364,0.003499214,0.0002620757,0.0007191942,0.0006171298,0.007960289,0.004265444],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01159196,"about_ca_system_score_gemma":0.1976573,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02445829,"about_ca_topic_score_gemma":0.04913767,"domain_scores_codex":[0.966673,0.01573255,0.003654982,0.001856223,0.002851883,0.009231403],"domain_scores_gemma":[0.980127,0.007149639,0.001979362,0.001661222,0.001663781,0.007419044],"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":[0.000007270239,0.0003486449,0.001093975,0.006695602,0.000008515796,8.898582e-7,0.01830104,5.56131e-8,3.188033e-8,0.0006060617,0.8989943,0.0739436],"study_design_scores_gemma":[0.001061332,0.0004836074,0.003116375,0.0007572977,8.509261e-7,4.997443e-7,0.002378491,0.0001198397,7.059752e-9,0.0001648694,0.9915147,0.0004021152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001124367,0.00443021,0.0003722739,0.2201406,0.7517514,0.003341571,0.0002726049,0.0002798637,0.019299],"genre_scores_gemma":[0.002097269,0.01137332,0.0003220316,0.0138976,0.9502496,0.002490375,0.003086872,0.0001748191,0.01630817],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.206243,"threshold_uncertainty_score":0.9996232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3612063760670487,"score_gpt":0.5602371413677409,"score_spread":0.1990307653006922,"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."}}