{"id":"W4400111132","doi":"10.4000/11whj","title":"The Merits and Pitfalls of Participatory Action Research: Navigating Tokenism and Inclusion with Lived Experience Members","year":2024,"lang":"en","type":"article","venue":"International Review of Public Policy","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Participatory action research; Inclusion (mineral); Tokenism; Phenomenon; Sociology; Lived experience; Citizen journalism; Vision; Action research; Poverty; Value (mathematics); Action (physics); Public relations; Engineering ethics; Political science; Social science; Epistemology; Psychology; Engineering; Pedagogy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4077288,0.001712998,0.002813469,0.00728258,0.02069934,0.03036216,0.006901923,0.008142327,0.002795086],"category_scores_gemma":[0.2693309,0.00204822,0.001464071,0.004924249,0.1283425,0.03789044,0.03749192,0.009599061,0.0006525646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01142649,"about_ca_system_score_gemma":0.02519483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004124019,"about_ca_topic_score_gemma":0.006164229,"domain_scores_codex":[0.3993684,0.5627127,0.006992487,0.01139318,0.01599092,0.003542339],"domain_scores_gemma":[0.5814184,0.3619777,0.01280849,0.02991928,0.009444269,0.004431965],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008952663,0.00009273092,0.002339528,0.001551459,0.00009213379,0.0004469132,0.587863,0.0004370841,0.000502581,0.3431527,0.001382927,0.06204945],"study_design_scores_gemma":[0.0001186604,0.0002939198,0.00114327,0.005399068,0.0001065075,0.000971942,0.2802976,0.002455072,0.00100113,0.6176038,0.09047434,0.0001347223],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1188741,0.01990497,0.5516027,0.203757,0.002229005,0.003730047,0.000139599,0.0003047739,0.0994579],"genre_scores_gemma":[0.7923434,0.00464766,0.1836298,0.00825652,0.0004777252,0.007509213,0.00004775778,0.0001755274,0.002912398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5922712,"threshold_uncertainty_score":0.7303758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7705563513484813,"score_gpt":0.7135452587786982,"score_spread":0.0570110925697831,"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."}}