{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1537794,0.001601366,0.001532173,0.005872544,0.00527938,0.01189788,0.0041422,0.004097537,0.007720338],"category_scores_gemma":[0.1124148,0.001374129,0.00132067,0.003930136,0.02172973,0.01249576,0.01159126,0.004987019,0.001285515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005279866,"about_ca_system_score_gemma":0.01657317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001549214,"about_ca_topic_score_gemma":0.002974756,"domain_scores_codex":[0.7300529,0.2472,0.003945503,0.007338459,0.00961126,0.001851965],"domain_scores_gemma":[0.7902429,0.1846412,0.005617004,0.01218984,0.005199707,0.002109376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001280121,0.001096978,0.003869551,0.004097464,0.0001542177,0.000534985,0.1316022,0.005272474,0.001500064,0.6657829,0.004226839,0.1817342],"study_design_scores_gemma":[0.0005490629,0.001144733,0.00219439,0.007153693,0.0001298941,0.0009554002,0.1185226,0.009643344,0.003677254,0.6672015,0.1886493,0.0001787527],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02013925,0.002836544,0.872807,0.01267781,0.0007254088,0.009361957,0.0001979221,0.00037792,0.08087628],"genre_scores_gemma":[0.2171283,0.001597806,0.7597387,0.001155103,0.0001085016,0.01487534,0.0001154394,0.0001095317,0.005171191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1537794,"threshold_uncertainty_score":0.813273,"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."}}