{"id":"W4313590187","doi":"10.1332/174426421x16656568731041","title":"Use of research evidence in legislatures: a systematic review","year":2023,"lang":"en","type":"review","venue":"Evidence & Policy","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Collège de Maisonneuve; Université Laval","funders":"","keywords":"Legislature; Systematic review; Political science; MEDLINE; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1055319,0.001808899,0.009293797,0.03475469,0.002037875,0.009246798,0.003999353,0.00486385,0.004931156],"category_scores_gemma":[0.4128518,0.002944536,0.007281918,0.03446043,0.004294062,0.0103722,0.005664687,0.003641783,0.000835542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01354157,"about_ca_system_score_gemma":0.05176166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009661197,"about_ca_topic_score_gemma":0.0219563,"domain_scores_codex":[0.7951328,0.103351,0.06339487,0.006296391,0.02944585,0.002379096],"domain_scores_gemma":[0.4583158,0.4441102,0.05692917,0.009292801,0.02859833,0.002753641],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009831475,0.0000190843,0.001214188,0.9442369,0.003115157,0.0001343425,0.001673199,0.00009353191,0.0001509551,0.0008276308,0.002386662,0.04605006],"study_design_scores_gemma":[0.00003773919,0.00003757901,0.001028685,0.9814274,0.004869206,0.0001261389,0.0006970922,0.00003392996,0.00009685502,0.0003351002,0.01129317,0.00001705302],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001678315,0.9923686,0.0009033855,0.001900906,0.0003892727,0.001163359,0.0005489384,0.00002750976,0.001019731],"genre_scores_gemma":[0.03372354,0.9568899,0.003753912,0.001680752,0.0001865786,0.003047362,0.0005015224,0.0000332034,0.0001832957],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8944681,"threshold_uncertainty_score":0.5581129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9767976449633988,"score_gpt":0.8324153214279946,"score_spread":0.1443823235354043,"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."}}