{"id":"W3016402161","doi":"","title":"The Role of Reflexivity in Participatory Action Research to Empower Culturally Diverse Communities in Pakistan","year":2020,"lang":"en","type":"article","venue":"Journal of rural and community development","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reflexivity; Participatory action research; Action research; Empowerment; Context (archaeology); Sociology; Citizen journalism; Action (physics); Public relations; Political science; Social science; Pedagogy; Geography; Anthropology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02018285,0.00006788419,0.000197535,0.0001274013,0.001123646,0.00007172617,0.0005632365,0.00004726422,0.00002019088],"category_scores_gemma":[0.00133643,0.00004762593,0.00002869525,0.0005145585,0.000484086,0.0002504267,0.0003724796,0.001315669,0.000002636192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003123199,"about_ca_system_score_gemma":0.0004935743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006148858,"about_ca_topic_score_gemma":0.04861077,"domain_scores_codex":[0.9877357,0.01068078,0.0004673525,0.00003342222,0.0007346162,0.0003481079],"domain_scores_gemma":[0.9974174,0.001714325,0.0001251241,0.000120573,0.0003608973,0.0002616826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006072465,0.000220797,0.09430605,0.00002664721,0.00002240742,0.000005235625,0.7771398,0.00001744876,0.002538743,0.001145698,0.0001003968,0.1238695],"study_design_scores_gemma":[0.0002241031,0.0002272376,0.2013974,0.0001268757,0.000001747824,5.050701e-7,0.7612922,0.00001382759,0.001624853,0.001054212,0.03397656,0.00006044807],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967046,0.0002838759,0.000007321587,0.001913603,0.00003663902,0.0001426445,7.652724e-7,0.000003569334,0.0009069816],"genre_scores_gemma":[0.9990286,0.0004667087,0.0003590818,0.00007977609,0.00002012451,0.00000922099,3.201454e-7,0.000003279467,0.00003287072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.123809,"threshold_uncertainty_score":0.9687496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7311204104425508,"score_gpt":0.6562207106478047,"score_spread":0.07489969979474609,"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."}}