{"id":"W3135317005","doi":"10.1186/s12874-021-01436-1","title":"Methods to support evidence-informed decision-making in the midst of COVID-19: creation and evolution of a rapid review service from the National Collaborating Centre for Methods and Tools","year":2021,"lang":"en","type":"review","venue":"BMC Medical Research Methodology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre; Dalhousie University; McMaster University","funders":"Public Health Agency; Public Health Agency of Canada; Johns Hopkins University","keywords":"Service (business); Evidence-based medicine; Evidence-based practice; Public health; Coronavirus disease 2019 (COVID-19); MEDLINE; Process (computing); Public relations; Medicine; Computer science; Psychology; Political science; Business; Alternative medicine; Nursing; Marketing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6890274,0.005720792,0.01468593,0.05781554,0.004877544,0.03989394,0.01606157,0.01446465,0.02508576],"category_scores_gemma":[0.8447083,0.006302844,0.01677592,0.05347569,0.00690772,0.02697306,0.02586501,0.01950517,0.02056551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02604003,"about_ca_system_score_gemma":0.2033067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01034661,"about_ca_topic_score_gemma":0.01961484,"domain_scores_codex":[0.1689957,0.6065381,0.1389946,0.01525204,0.0666137,0.003605869],"domain_scores_gemma":[0.0470476,0.5811437,0.08895931,0.06830357,0.2028564,0.01168931],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005004986,0.000179114,0.002151788,0.207123,0.004835943,0.0003970613,0.005808981,0.001702154,0.0008619154,0.02060313,0.2646272,0.4912094],"study_design_scores_gemma":[0.001262076,0.0003298053,0.002743218,0.343531,0.002900412,0.0005178906,0.002402497,0.003643209,0.0009306441,0.0350481,0.6059148,0.0007763486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001942135,0.2174236,0.297515,0.3129245,0.0269774,0.09137475,0.01908361,0.01008972,0.02266922],"genre_scores_gemma":[0.01161221,0.07160186,0.7697144,0.02788543,0.005074623,0.1023017,0.006153199,0.002352161,0.003304513],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3109726,"threshold_uncertainty_score":0.3834847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9670685359049925,"score_gpt":0.7843943544149949,"score_spread":0.1826741814899976,"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."}}