{"id":"W4281745130","doi":"10.1186/s13012-022-01210-x","title":"Proceedings of the 14th Annual Conference on the Science of Dissemination and Implementation in Health","year":2022,"lang":"en","type":"article","venue":"Implementation Science","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Medicine, New York University; Johns Hopkins Bloomberg School of Public Health; Tulane University; York University; University of Arkansas for Medical Sciences; Johns Hopkins University; University of Washington","keywords":"Mental health; Medicine; Workflow; Health informatics; Trauma center; Referral; Intervention (counseling); Phone; Medical education; Public health; Nursing; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006939969,0.00006777806,0.0001270536,0.0002813425,0.002116668,0.00001620771,0.0005200317,0.000009733093,0.0003697058],"category_scores_gemma":[0.0001882379,0.00004438792,0.00001527776,0.001956844,0.0005450994,0.000466246,0.0004226303,0.0002116587,7.111115e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006973286,"about_ca_system_score_gemma":0.003339017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001042279,"about_ca_topic_score_gemma":0.0003187107,"domain_scores_codex":[0.9975186,0.0001317015,0.000657323,0.0002476325,0.001076853,0.0003679112],"domain_scores_gemma":[0.9983222,0.0002996319,0.000732017,0.0001368854,0.0004531685,0.0000560786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000059019,0.00007585149,0.3758797,0.0002937023,0.000003049792,1.026284e-7,0.1544682,0.000007609352,0.05181658,0.3794245,0.01109637,0.02687533],"study_design_scores_gemma":[0.0004380018,0.0002041883,0.761778,0.0000343384,0.000002128974,7.400078e-7,0.2286687,0.00006033933,0.006200963,0.001778008,0.0007814626,0.00005317458],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725666,0.00001261089,0.000007711319,0.0244913,0.0002243253,0.00128339,0.0001038614,0.000006766621,0.001303408],"genre_scores_gemma":[0.9971947,0.0000194017,0.00008421618,0.002456235,0.00001053016,0.0001729535,0.000003466704,0.000003326133,0.00005519297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3858983,"threshold_uncertainty_score":0.9991825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1052011502083695,"score_gpt":0.5614896535345963,"score_spread":0.4562885033262268,"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."}}