{"id":"W4390104843","doi":"10.33524/cjar.v21i1.523","title":"Kidwai, H., Iyengar, R., Witenstein, M. A., Byker, E. J., &amp; 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":"HIV/AIDS Impact and Responses","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Participatory action research; Action research; Publishing; Citizen journalism; 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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006259464,0.0001320632,0.0002295698,0.001430248,0.001113655,0.001212412,0.000598852,0.0001442346,0.001595641],"category_scores_gemma":[0.004079916,0.0001172246,0.00007280846,0.0007349784,0.0005194257,0.000947461,0.00008859337,0.001757092,0.0003829927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001218821,"about_ca_system_score_gemma":0.002742946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00253939,"about_ca_topic_score_gemma":0.0136025,"domain_scores_codex":[0.997699,0.0003221737,0.0005682775,0.0003027645,0.0004689785,0.0006388301],"domain_scores_gemma":[0.9971875,0.0002691419,0.0002783536,0.0002205902,0.001018356,0.001026053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001482387,0.0003838705,0.1519096,0.0001735956,0.001210146,0.0001230535,0.2250839,0.0001243426,0.0009866228,0.05721664,0.5356102,0.02569569],"study_design_scores_gemma":[0.0006730214,0.0002275319,0.1248332,0.00006286951,0.000005791623,0.000126705,0.02274314,0.0001357718,0.0002552618,0.004537651,0.846164,0.0002350758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6728853,0.003383486,0.0001619913,0.3098257,0.001106491,0.0003198681,0.00006483706,0.00001130464,0.01224104],"genre_scores_gemma":[0.9902376,0.000221958,0.0002578395,0.0002199862,0.00122731,0.00001137766,0.000008871589,0.00002682229,0.007788256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3173523,"threshold_uncertainty_score":0.9998244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5143102921624171,"score_gpt":0.4071450635889414,"score_spread":0.1071652285734757,"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."}}