{"id":"W4360939392","doi":"10.1186/s12913-023-09302-0","title":"Decision-makers’ experiences with rapid evidence summaries to support real-time evidence informed decision-making in crises: a mixed methods study","year":2023,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Ottawa; Canadian Red Cross Society; Impact; Ottawa Hospital; York University; Canadian Institutes of Health Research","funders":"Canadian Institutes of Health Research; McMaster University","keywords":"Nursing research; Health informatics; Evidence-based practice; Health administration; Public relations; Medicine; Health policy; Health services research; Public health; Nursing; Political science; Alternative medicine","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":[0.2662974,0.00114301,0.002329973,0.004842521,0.01128057,0.01869904,0.005185982,0.005794871,0.004746076],"category_scores_gemma":[0.3992712,0.002144462,0.002398719,0.004822755,0.007373468,0.01592134,0.01925883,0.007097413,0.000807092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01062303,"about_ca_system_score_gemma":0.01857858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001650132,"about_ca_topic_score_gemma":0.003033859,"domain_scores_codex":[0.6650935,0.3014937,0.01507023,0.004038172,0.008524126,0.005780286],"domain_scores_gemma":[0.4480456,0.4903043,0.02019665,0.01070726,0.01749844,0.01324772],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005489428,0.0006720562,0.005649128,0.004089934,0.0002040343,0.001401008,0.9097905,0.000359406,0.000593427,0.003687975,0.002685328,0.07031826],"study_design_scores_gemma":[0.0003593578,0.001526167,0.003089024,0.006719763,0.0002468594,0.0007627903,0.9341363,0.001252972,0.0007822866,0.004628114,0.04630005,0.0001962566],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9208809,0.008844512,0.02760477,0.02551281,0.0006087918,0.005690345,0.0005474805,0.0001617996,0.0101486],"genre_scores_gemma":[0.9334077,0.004968993,0.04619285,0.006165607,0.000209485,0.007214868,0.0002618568,0.00009973296,0.001478851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7337027,"threshold_uncertainty_score":0.904786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6203871528348693,"score_gpt":0.7411097470587286,"score_spread":0.1207225942238592,"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."}}