{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06902846,0.0007405917,0.0005695543,0.00366223,0.001620331,0.001090265,0.001803759,0.001141913,0.002691632],"category_scores_gemma":[0.0677268,0.0005693492,0.001102951,0.002701667,0.001069801,0.001476514,0.002825525,0.001878227,0.000815959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002917442,"about_ca_system_score_gemma":0.009289593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01398395,"about_ca_topic_score_gemma":0.01755857,"domain_scores_codex":[0.9681961,0.0179444,0.004574959,0.001696613,0.006267863,0.001320062],"domain_scores_gemma":[0.9276589,0.02763154,0.004538609,0.007124242,0.03131868,0.001727974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009411397,0.00478557,0.548738,0.001681375,0.0002425483,0.0005223747,0.04663791,0.003947171,0.008939173,0.006134957,0.01827382,0.359156],"study_design_scores_gemma":[0.0005404114,0.003796025,0.9015711,0.0007413242,0.0001301365,0.000297849,0.02181126,0.01173,0.006438007,0.004250071,0.0485091,0.0001846775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8215063,0.0002248358,0.08190707,0.001684189,0.000150979,0.0712888,0.009010318,0.0003867665,0.01384067],"genre_scores_gemma":[0.6946641,0.0003267369,0.1686135,0.001011987,0.00006221022,0.1249366,0.007723923,0.0001038565,0.002557094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06902846,"threshold_uncertainty_score":0.3650618,"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."}}