{"id":"W3110842235","doi":"","title":"Kidwai, H., Iyengar, R., Witenstein, M. A., Byker, E. J., & Setty, R. (2018). Participatory Action Research and Educational Development South Asian Perspectives. Cham: Springer International Publishing.","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Impact of Education Environments","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Participatory action research; Action research; Publishing; Citizen journalism; Action (physics); Library science; Sociology; Political science; Pedagogy; Anthropology; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008156781,0.0001173691,0.00013906,0.0007717925,0.002709666,0.001352776,0.0007896871,0.0001436899,0.00216825],"category_scores_gemma":[0.005239705,0.0001046493,0.0000480156,0.0007480283,0.001315362,0.001461188,0.00008042682,0.001771743,0.0001546057],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003020738,"about_ca_system_score_gemma":0.01060472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009468993,"about_ca_topic_score_gemma":0.04268526,"domain_scores_codex":[0.9950737,0.00121216,0.0003709949,0.0002691129,0.002307167,0.0007668921],"domain_scores_gemma":[0.9961106,0.0003328416,0.0002123096,0.0001839219,0.001612486,0.001547865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002770467,0.0002862725,0.06919328,0.00003878389,0.0003655992,0.0000414424,0.6676185,0.00005150022,0.0007062833,0.0110299,0.2272144,0.02317698],"study_design_scores_gemma":[0.0003994632,0.0001372795,0.1992016,0.00005152068,0.000009324391,0.00002876408,0.2402385,0.0000208238,0.0002662448,0.00120976,0.5582745,0.0001621536],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4934165,0.0005229234,0.00002348423,0.49131,0.001287937,0.0003582452,0.000007978566,0.000009354955,0.01306359],"genre_scores_gemma":[0.9928287,0.0001317386,0.0001828971,0.000358739,0.002163751,0.00001572321,0.000005441836,0.00002092798,0.004292074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4994122,"threshold_uncertainty_score":0.9996839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4925129536533904,"score_gpt":0.4739085348405042,"score_spread":0.01860441881288616,"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."}}