{"id":"W4404572624","doi":"10.1186/s13750-024-00351-4","title":"SHOW ME the evidence: features of an approach to reliably deliver research evidence to those who need it","year":2024,"lang":"en","type":"editorial","venue":"Environmental Evidence","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; McMaster University; Ottawa Hospital; Impact","funders":"Agency for Healthcare Research and Quality; University of Galway; Pew Charitable Trusts","keywords":"Psychology; Data science; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.117203,0.005904804,0.005599414,0.009783344,0.007072031,0.02763439,0.009051764,0.04912243,0.009399612],"category_scores_gemma":[0.352045,0.004092848,0.004892416,0.005481863,0.01729097,0.01289429,0.005068422,0.06188987,0.01064594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009357459,"about_ca_system_score_gemma":0.02005032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006304427,"about_ca_topic_score_gemma":0.02319878,"domain_scores_codex":[0.8988883,0.03661935,0.01456273,0.004236342,0.04389325,0.001800049],"domain_scores_gemma":[0.5423475,0.3392117,0.01388349,0.009984979,0.07485931,0.01971307],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002524807,0.00001695895,0.00002699102,0.0007041569,0.0000664094,0.00005444547,0.00006235332,0.00003788526,0.00004254885,0.001214748,0.9908165,0.006931692],"study_design_scores_gemma":[0.0001791297,0.00005492009,0.0003016411,0.002494501,0.0002489737,0.0002117297,0.0001934654,0.0005344529,0.0001464425,0.01075769,0.9847933,0.00008380882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002482946,0.004814414,0.001133277,0.1035482,0.8885195,0.0001071974,0.00005972232,0.0001109574,0.001681826],"genre_scores_gemma":[0.000567438,0.003604443,0.002220553,0.05840415,0.9285443,0.0002185325,0.00002496765,0.0001390203,0.00627661],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.882797,"threshold_uncertainty_score":0.6198361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5515932658965231,"score_gpt":0.6508277135355315,"score_spread":0.09923444763900835,"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."}}