{"id":"W3206701242","doi":"10.1186/s13012-021-01158-4","title":"Validation and refinement of the Stakeholder-driven Community Diffusion Survey for childhood obesity prevention","year":2021,"lang":"en","type":"article","venue":"Implementation Science","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"National Center for Advancing Translational Sciences; Office of Behavioral and Social Sciences Research; National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; National Institutes of Health; BC Children's Hospital; Boston Nutrition Obesity Research Center, Boston University; JPB Foundation","keywords":"Medicine; Public health; Health administration; Health services research; Health informatics; Childhood obesity; Stakeholder; Environmental health; Health policy; Obesity; Stakeholder engagement; Public relations; Nursing; Political science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.009681636,0.0001060438,0.0001718963,0.0001195407,0.003355222,0.00003952657,0.0003951933,0.00004099021,0.0002692039],"category_scores_gemma":[0.002685803,0.00008623589,0.00003583564,0.001217771,0.0002861877,0.0004837982,0.0004434861,0.0002257813,0.000005836611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002405287,"about_ca_system_score_gemma":0.002005828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001066592,"about_ca_topic_score_gemma":0.006766429,"domain_scores_codex":[0.9949895,0.002543361,0.0009210864,0.0003058698,0.0007779723,0.0004622542],"domain_scores_gemma":[0.9956541,0.001838898,0.0007434248,0.00050679,0.001124918,0.0001318823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001468615,0.0001770288,0.912779,0.0001899801,0.000007962249,5.09706e-8,0.02779766,0.00001057019,0.04879009,0.001843031,0.002218038,0.006171891],"study_design_scores_gemma":[0.001396003,0.00007855124,0.9658972,0.0000493786,0.00001131795,7.446227e-7,0.0105756,0.00005791224,0.01952428,0.0008006511,0.001528295,0.00008007977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905183,0.000004524376,0.004417934,0.002368744,0.0003776905,0.001771069,0.0003645769,0.00001896029,0.0001581908],"genre_scores_gemma":[0.9959404,0.00001866754,0.001752219,0.001788668,0.00002977338,0.0001857846,0.0000927168,0.00000748813,0.0001842355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05311817,"threshold_uncertainty_score":0.9979423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7936374057115514,"score_gpt":0.685172382446775,"score_spread":0.1084650232647764,"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."}}