{"id":"W2139739986","doi":"10.1016/s0140-6736(04)17317-0","title":"Use of research to inform public policymaking","year":2004,"lang":"en","type":"article","venue":"The Lancet","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":313,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Public health; Work (physics); Public relations; Best practice; Systematic review; Political science; Project commissioning; Inequality; Value (mathematics); Public administration; Medicine; Publishing; MEDLINE; Computer science; Engineering; Nursing; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0003645979,0.00003354177,0.0001433805,0.00005755656,0.00006545342,0.00001658157,0.0001260958,0.00001962359,0.00003105324],"category_scores_gemma":[0.0001856506,0.00001856314,0.00001728451,0.000307779,0.00004265114,0.00004282035,0.00006919072,0.0001498736,0.0001181362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005398012,"about_ca_system_score_gemma":0.00008287787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001320072,"about_ca_topic_score_gemma":0.00009065276,"domain_scores_codex":[0.999313,0.00001611679,0.0000984238,0.00005176879,0.0002512791,0.0002694028],"domain_scores_gemma":[0.9994895,0.00002959019,0.00001792829,0.0002780828,0.0000971937,0.00008766823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001185523,0.0002320864,0.2135262,0.0007451607,0.0000845701,0.00004448428,0.005048902,0.00009760827,0.003898215,0.6489389,0.1141711,0.01202734],"study_design_scores_gemma":[0.0009505426,0.0002726036,0.5947752,0.0002768821,0.000005018621,0.00004920371,0.0001249832,0.000003105065,0.001186822,0.006338801,0.3959743,0.00004253447],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8590513,0.00002905313,0.000006176305,0.1302264,0.00003009598,0.0001468227,0.000007042532,0.00001957793,0.01048353],"genre_scores_gemma":[0.9899076,0.00003427108,0.0003680266,0.008800129,0.0004781681,0.00000304082,0.000001279889,0.000003829125,0.0004036194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6426001,"threshold_uncertainty_score":0.1995563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2775483484670055,"score_gpt":0.4545229992353846,"score_spread":0.176974650768379,"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."}}