{"id":"W2113725174","doi":"10.1136/jech-2011-200038","title":"Translating research for evidence-based public health: key concepts and future directions","year":2012,"lang":"en","type":"article","venue":"Journal of Epidemiology & Community Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Key (lock); Public health; Data science; Psychology; Political science; Computer science; Medicine; Computer security; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.273063,0.0002034954,0.001217808,0.0007537158,0.008482241,0.00001211317,0.0006119298,0.0002937775,0.0001515498],"category_scores_gemma":[0.0769738,0.0001687905,0.0001466369,0.0009093278,0.0005609954,0.0009151053,0.0001199412,0.005428824,0.00001376809],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001757091,"about_ca_system_score_gemma":0.01144601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0061721,"about_ca_topic_score_gemma":0.006166221,"domain_scores_codex":[0.8886386,0.1033531,0.004137771,0.0002460625,0.0005001582,0.003124277],"domain_scores_gemma":[0.8441572,0.1478698,0.003213492,0.0007245815,0.001586818,0.002448214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002116615,0.0003100843,0.5334279,0.002736815,0.00005683574,2.812387e-7,0.1506837,0.000006672522,0.00002975402,0.02073728,0.1092158,0.1825832],"study_design_scores_gemma":[0.001115444,0.001275294,0.17567,0.0006889935,0.000005583909,0.00001753215,0.02402516,0.0000906723,6.637625e-7,0.001151,0.7958613,0.00009838554],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1060145,0.01506688,0.01193722,0.863205,0.001712807,0.001689138,0.00007135538,0.0000416431,0.0002614925],"genre_scores_gemma":[0.7459914,0.01064177,0.05045798,0.1893076,0.003305149,0.0001982213,0.00001461747,0.00003899953,0.00004429585],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6866454,"threshold_uncertainty_score":0.9968657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9481237062387202,"score_gpt":0.7753349539991569,"score_spread":0.1727887522395634,"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."}}