{"id":"W2139227837","doi":"10.1186/s13643-015-0116-1","title":"Do evidence summaries increase policy-makers’ use of evidence from systematic reviews: A systematic review protocol","year":2015,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa","funders":"","keywords":"Systematic review; Medicine; Randomized controlled trial; Protocol (science); Management science; Evidence-based medicine; Evidence-based policy; MEDLINE; Grey literature; Alternative medicine; Political science; Pathology; Economics","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","metaepi_broad","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","metaepi_broad","insufficient_payload"],"category_scores_codex":[0.6345924,0.007161676,0.237747,0.003614875,0.0004856966,0.006246824,0.02164231,0.001525541,0.003227486],"category_scores_gemma":[0.9196528,0.002605602,0.0413114,0.01611053,0.000609306,0.004004439,0.002499894,0.001830557,0.04861264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001945854,"about_ca_system_score_gemma":0.003967129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004973088,"about_ca_topic_score_gemma":0.00009084607,"domain_scores_codex":[0.3696782,0.4201446,0.1768473,0.006414774,0.02503763,0.001877486],"domain_scores_gemma":[0.2926824,0.2772347,0.3377574,0.07450866,0.01479929,0.003017466],"domain_codex":"methods","domain_gemma":"reporting","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000007958518,0.0001330932,0.000007060775,0.9089085,0.002423428,0.00003396985,0.0004766893,6.259818e-7,1.912848e-7,0.0002088257,0.08453093,0.003268695],"study_design_scores_gemma":[0.0001194744,0.00009024645,1.214297e-7,0.5611014,0.04285804,0.0002516201,0.0001040429,0.00005074087,6.686696e-8,0.0001835255,0.3939636,0.001277039],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[5.596368e-8,0.5367814,0.00080503,0.00007680622,0.0003838242,0.461541,0.000228277,0.00004183426,0.0001418387],"genre_scores_gemma":[2.127343e-7,0.5439264,0.0021797,0.0003317825,0.0002744578,0.4471085,0.00005998166,0.0001974411,0.005921494],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3478071,"threshold_uncertainty_score":0.9997707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9228470564046337,"score_gpt":0.6257256216254292,"score_spread":0.2971214347792045,"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."}}