{"id":"W3153966546","doi":"10.15402/esj.v6i2.70165","title":"Community engagement in Canadian health and social science research: Field reports on four studies","year":2021,"lang":"en","type":"article","venue":"Engaged Scholar Journal Community-Engaged Research Teaching and Learning","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto; Canadian Institutes of Health Research; Ontario HIV Treatment Network","keywords":"Participatory action research; Community-based participatory research; Community engagement; Scope (computer science); Public relations; Context (archaeology); Citizen journalism; Sociology; Public engagement; Health equity; Psychology; Political science; Public health; Medicine; Nursing; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.9671258,0.0002614533,0.0005831392,0.002896813,0.794461,0.0007932415,0.0008559418,0.0002060062,0.00007594102],"category_scores_gemma":[0.9276353,0.0002517509,0.00005182746,0.002007793,0.001055264,0.001007167,0.001687808,0.7848353,0.00001920696],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003175633,"about_ca_system_score_gemma":0.01042154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1424243,"about_ca_topic_score_gemma":0.1063189,"domain_scores_codex":[0.1174856,0.8759003,0.00120922,0.0004140075,0.002173283,0.002817536],"domain_scores_gemma":[0.4500443,0.5447137,0.0004315106,0.0008485595,0.001982949,0.001978976],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003457673,0.00007267214,0.01608798,0.0002879752,0.00002295834,0.0001818174,0.9636948,0.00001000588,0.0008370276,0.000195116,0.005043864,0.01353129],"study_design_scores_gemma":[0.0007241955,0.0006350976,0.03828783,0.0009144553,0.000002397065,0.0001267342,0.8772884,0.00002910252,0.00002679566,0.000603063,0.08118942,0.0001725104],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.957689,0.0006307322,0.00001548983,0.03526481,0.0003293161,0.0006198899,0.000004999455,0.00005500359,0.005390733],"genre_scores_gemma":[0.9888556,0.0008172989,0.0009556319,0.00819083,0.0002539091,0.0000585216,0.000008106884,0.00003980551,0.0008202904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7934057,"threshold_uncertainty_score":0.9999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8922623287255171,"score_gpt":0.711796411807926,"score_spread":0.1804659169175912,"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."}}