{"id":"W4224282287","doi":"10.1136/bmjgh-2021-008268","title":"Challenges to evidence-informed decision-making in the context of pandemics: qualitative study of COVID-19 policy advisor perspectives","year":2022,"lang":"en","type":"article","venue":"BMJ Global Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Institute of Environmental Health Sciences; Bundesministerium für Gesundheit","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Context (archaeology); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Qualitative research; Political science; Public relations; Medicine; Sociology; Virology; Social science; Geography; Infectious disease (medical specialty); Disease; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05290022,0.0006618412,0.001194147,0.002266596,0.01659794,0.008246285,0.00270844,0.004391486,0.004512041],"category_scores_gemma":[0.08399826,0.001102976,0.0006820682,0.002362178,0.02430028,0.009884007,0.01090627,0.008347249,0.0005221221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01170807,"about_ca_system_score_gemma":0.01622045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01461527,"about_ca_topic_score_gemma":0.01460456,"domain_scores_codex":[0.9460493,0.04527333,0.001166147,0.001537593,0.001532073,0.004441556],"domain_scores_gemma":[0.8448375,0.1317772,0.00554107,0.001970123,0.00678055,0.009093458],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002123869,0.00001918531,0.001179803,0.0001104169,0.000003267356,0.0005590862,0.9943772,0.0000566379,0.0001819142,0.001472287,0.000453709,0.001565281],"study_design_scores_gemma":[0.000002801786,0.00001314108,0.0002205683,0.0001572677,0.000001747423,0.0001135602,0.9935719,0.00007515688,0.00008384253,0.000495107,0.005256092,0.000008898486],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556981,0.00177402,0.007367528,0.02460298,0.0002055536,0.0004995913,0.0002383515,0.00003702282,0.009576956],"genre_scores_gemma":[0.9919363,0.001032111,0.002021212,0.002741058,0.00003546524,0.0003337736,0.00004871288,0.00003299424,0.001818275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9470998,"threshold_uncertainty_score":0.2797665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6663972141263267,"score_gpt":0.7593616438625805,"score_spread":0.09296442973625385,"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."}}