{"id":"W2880034555","doi":"10.1186/s12916-018-1104-9","title":"Medications that reduce emergency hospital admissions: an overview of systematic reviews and prioritisation of treatments","year":2018,"lang":"en","type":"review","venue":"BMC Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia","funders":"NIHR School for Primary Care Research; National Institutes of Health; National Institute for Health and Care Research","keywords":"Medicine; Systematic review; MEDLINE; Emergency department; Health care; Emergency medicine; Cochrane Library; Clinical trial; Randomized controlled trial; Intensive care medicine; Medical emergency; Internal medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02648762,0.002794272,0.01327596,0.0254342,0.0009000152,0.003453483,0.002539179,0.002162074,0.003611672],"category_scores_gemma":[0.09230309,0.001964056,0.01315238,0.01957034,0.001166503,0.003642955,0.00241799,0.002062835,0.0003684043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008081936,"about_ca_system_score_gemma":0.01878958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01131765,"about_ca_topic_score_gemma":0.03354056,"domain_scores_codex":[0.9693099,0.01162559,0.01258681,0.001378427,0.004542652,0.000556597],"domain_scores_gemma":[0.9080792,0.06824066,0.01446179,0.00108073,0.007507247,0.0006303961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002078965,0.00001572154,0.0005256834,0.947805,0.00943526,0.00005303207,0.000184214,0.0001329983,0.0001176968,0.0003055958,0.001312662,0.03990427],"study_design_scores_gemma":[0.0002874919,0.000165361,0.002210858,0.929094,0.05218828,0.0002354252,0.0001772261,0.0001330561,0.0001708021,0.0004495292,0.01485355,0.00003456896],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003174405,0.9984607,0.0001641275,0.0002882206,0.0001059722,0.0003516996,0.0001637326,0.00001049691,0.0001376234],"genre_scores_gemma":[0.005562081,0.9914793,0.001387987,0.0004481338,0.00009863929,0.0008199138,0.0001380234,0.00000720845,0.00005868004],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02648762,"threshold_uncertainty_score":0.1400816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3767995194554971,"score_gpt":0.4909558952020745,"score_spread":0.1141563757465774,"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."}}