{"id":"W4283313794","doi":"10.5430/wje.v12n3p17","title":"Teachers and Participatory Action Research for Developing Learning Environments","year":2022,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Participatory action research; Context (archaeology); Action research; Citizen journalism; Action (physics); Grounded theory; Action learning; Psychology; Knowledge management; Pedagogy; Sociology; Teaching method; Computer science; Qualitative research; Cooperative learning; Social science","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":[0.004483853,0.00004286171,0.00006873268,0.0003849402,0.0005332112,0.00006730842,0.0002177369,0.00001013133,0.00001975258],"category_scores_gemma":[0.0002010821,0.00004453062,0.00002509984,0.0003015953,0.00002096939,0.0002706854,0.00006570509,0.000425338,0.000001347683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003380831,"about_ca_system_score_gemma":0.0004902582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006158111,"about_ca_topic_score_gemma":0.000001844878,"domain_scores_codex":[0.9984449,0.000846083,0.0001976435,0.000110523,0.0002700604,0.0001307793],"domain_scores_gemma":[0.9993035,0.0002992047,0.0001844726,0.00009394781,0.00005532926,0.00006359932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002340959,0.000371236,0.02092146,0.00002241507,0.00003712671,7.006446e-7,0.0429856,0.000625295,0.005145158,0.03525366,0.01089173,0.8837222],"study_design_scores_gemma":[0.0002246148,0.0001331524,0.05120198,0.00002082618,0.000008285818,0.00003320445,0.005256898,0.0005543666,0.0008756944,0.00604227,0.9355536,0.0000950902],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6179829,0.0007016221,0.3673218,0.01044895,0.002907877,0.000174518,1.451479e-7,0.00001408491,0.0004481433],"genre_scores_gemma":[0.9015462,0.00001836937,0.09423352,0.0001713415,0.0001742363,0.00003874097,8.407872e-7,0.000005773147,0.003810924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9246619,"threshold_uncertainty_score":0.4101083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2757103672485155,"score_gpt":0.4932453015847847,"score_spread":0.2175349343362692,"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."}}