{"id":"W4232788287","doi":"10.2196/preprints.8939","title":"A Snapshot of Community Engagement in Research in the Context of an Evolving Public Health Paradigm: Review (Preprint)","year":2017,"lang":"en","type":"preprint","venue":"","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Community engagement; Snapshot (computer storage); Public relations; Public engagement; Best practice; Political science; Context (archaeology); Computer science; Geography; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01770447,0.0006056196,0.001712425,0.007778931,0.0009222966,0.006074674,0.00127529,0.004007727,0.002993858],"category_scores_gemma":[0.05666126,0.0006527387,0.001267099,0.01285486,0.002153229,0.006801525,0.002657169,0.003502152,0.00105627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004939937,"about_ca_system_score_gemma":0.01527474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004861384,"about_ca_topic_score_gemma":0.009919559,"domain_scores_codex":[0.9876581,0.006900378,0.001975025,0.0009187206,0.002128348,0.0004193285],"domain_scores_gemma":[0.9097206,0.07148135,0.004894982,0.001765451,0.01088601,0.001251605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002117031,0.00004905985,0.0009820672,0.1793453,0.0006646783,0.0002479586,0.003487253,0.0003232822,0.0008658835,0.03037943,0.1535588,0.6298846],"study_design_scores_gemma":[0.00002339628,0.0001077503,0.003428512,0.1948847,0.0006057504,0.0005183729,0.002859976,0.0001038862,0.0003879088,0.006782352,0.7902446,0.00005277725],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002048022,0.9902817,0.0002528816,0.006552994,0.001818229,0.000014612,0.00003969379,0.000008946059,0.000826085],"genre_scores_gemma":[0.006322075,0.9853237,0.001247086,0.005086223,0.001404182,0.00009118107,0.0001022075,0.00001779929,0.0004057146],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01770447,"threshold_uncertainty_score":0.09363133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5730793512289736,"score_gpt":0.4993908717259261,"score_spread":0.07368847950304747,"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."}}