{"id":"W4405534142","doi":"10.1136/bmjment-2024-301310","title":"<b>Umbrella-Review, Evaluation, Analysis and Communication Hub (U-REACH</b>): <b>a novel living umbrella review knowledge translation approach</b>","year":2024,"lang":"en","type":"article","venue":"BMJ Mental Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Toronto; University of Ottawa","funders":"Research Executive Agency; Agence Nationale de la Recherche; Department of Health and Social Care; National Institute for Health and Care Research; Canadian Institutes of Health Research; University of Ottawa","keywords":"Systematic review; Dissemination; Knowledge translation; Knowledge management; Computer science; Data science; Engineering ethics; Public relations; Political science; Engineering; MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02850303,0.0003431452,0.0009119165,0.0005076259,0.001778124,0.00004909648,0.0004076473,0.0001401864,0.000917046],"category_scores_gemma":[0.0009291833,0.0003177352,0.0001888325,0.003313808,0.0001387959,0.0004799478,0.0001870371,0.0007297784,0.0003771647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256381,"about_ca_system_score_gemma":0.002874573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001573539,"about_ca_topic_score_gemma":0.001736229,"domain_scores_codex":[0.9893742,0.005161842,0.002625612,0.000832098,0.001089547,0.0009166722],"domain_scores_gemma":[0.9946122,0.002701544,0.0007757727,0.0009373837,0.0003892431,0.0005838504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002092775,0.0003741046,0.004133326,0.1884361,0.000367797,5.74722e-7,0.05837158,0.00001128236,0.0001364299,0.003669851,0.3462168,0.3982612],"study_design_scores_gemma":[0.001815732,0.0002497034,0.02195279,0.1139021,0.001792037,0.00004823967,0.004811764,0.06199135,0.000006319599,0.0002051089,0.7921525,0.001072371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00185838,0.7716748,0.01874978,0.1623923,0.0008981677,0.02043197,0.0005401436,0.0004838663,0.02297053],"genre_scores_gemma":[0.1728336,0.6852857,0.01903637,0.1134651,0.0005089642,0.004594575,0.001886508,0.0001472029,0.002241981],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4459356,"threshold_uncertainty_score":0.9999962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7660302502419611,"score_gpt":0.7158898903738172,"score_spread":0.05014035986814391,"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."}}