{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.03064047,0.0008383187,0.00112722,0.0008843009,0.002140602,0.0002471903,0.005161974,0.001171365,0.001005827],"category_scores_gemma":[0.0511891,0.0006319519,0.0002324359,0.002363434,0.0009702679,0.001998883,0.00383257,0.006274735,0.005346066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00341227,"about_ca_system_score_gemma":0.003346653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004933314,"about_ca_topic_score_gemma":0.0005364096,"domain_scores_codex":[0.9754097,0.008226804,0.002436196,0.002630908,0.008733503,0.002562826],"domain_scores_gemma":[0.9500082,0.04408843,0.0007133172,0.003207522,0.0004496966,0.001532823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000329655,0.00005887279,0.0001839498,0.001356145,0.0000257484,0.0000112022,0.0361443,0.00009400037,0.00355176,0.00005240884,0.9566177,0.001574236],"study_design_scores_gemma":[0.0002902686,0.001284711,0.007278317,0.03238471,0.0001311126,0.000005384958,0.0219299,0.0001596486,0.0003367344,0.0001488613,0.9351511,0.0008992485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.05947993,0.02201304,0.0008070905,0.128784,0.7484927,0.03345542,0.002906302,0.0004756128,0.003585903],"genre_scores_gemma":[0.1025179,0.03036213,0.01161573,0.04172838,0.7122151,0.01283534,0.0001595829,0.0006886079,0.08787721],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08705559,"threshold_uncertainty_score":0.9999074,"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."}}