{"id":"W4411443950","doi":"10.1186/s13012-025-01433-8","title":"Proceedings of the 17th Annual Conference on the Science of Dissemination and Implementation in Health","year":2025,"lang":"en","type":"article","venue":"Implementation Science","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Feinberg School of Medicine; University of California, Los Angeles; University of Colorado School of Medicine, Anschutz Medical Campus; University of Toronto; Johns Hopkins University; Northwestern University; Toronto General Hospital Research Institute, University Health Network; University of Washington; Johns Hopkins Bloomberg School of Public Health; University of Pennsylvania","keywords":"Health informatics; Health administration; Health services research; Medicine; Public health; Health policy; Library science; Environmental health; Nursing; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1265779,0.002343669,0.003867757,0.003970808,0.002724828,0.01587907,0.004365908,0.0134098,0.1337416],"category_scores_gemma":[0.2057991,0.001722465,0.003032784,0.003546443,0.007504839,0.01276277,0.01001931,0.01170033,0.04231091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008403428,"about_ca_system_score_gemma":0.02315316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004084482,"about_ca_topic_score_gemma":0.00285737,"domain_scores_codex":[0.9372681,0.0413445,0.005439342,0.003434436,0.009687983,0.002825595],"domain_scores_gemma":[0.8288429,0.1091806,0.00716242,0.01746809,0.02583472,0.01151119],"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":[0.0003395679,0.0002471926,0.0007920265,0.004039164,0.0001458,0.0001034472,0.0006860801,0.0001783479,0.000370997,0.0329941,0.4850803,0.475023],"study_design_scores_gemma":[0.000115592,0.00008624198,0.000761157,0.005018678,0.000058524,0.00005917317,0.0001868169,0.0001860968,0.0001163066,0.01142898,0.9819547,0.0000277439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001679239,0.2740995,0.04857312,0.3122505,0.1176604,0.004146509,0.002465212,0.002318633,0.2368069],"genre_scores_gemma":[0.05421805,0.366839,0.1012504,0.133302,0.08224406,0.03068442,0.007403139,0.002654934,0.221404],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1337416,"threshold_uncertainty_score":0.6694157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4065983854236514,"score_gpt":0.715202194643454,"score_spread":0.3086038092198026,"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."}}