{"id":"W2770085272","doi":"10.1080/03043797.2017.1405242","title":"Action research: a methodology for transformative learning for a professor and his students in an engineering classroom","year":2017,"lang":"en","type":"article","venue":"European Journal of Engineering Education","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Transformative learning; Action research; Pedagogy; Situated learning; Mathematics education; Active learning (machine learning); Action (physics); Situated; Cooperative learning; Argument (complex analysis); Psychology; Engineering education; Sociology; Teaching method; Engineering; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1407107,0.002126532,0.001848256,0.008362814,0.00856428,0.01381766,0.00540581,0.004350932,0.005471542],"category_scores_gemma":[0.08543513,0.001412264,0.00174947,0.004855401,0.03814735,0.009489961,0.01199543,0.006015211,0.0008587906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007685272,"about_ca_system_score_gemma":0.01680779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002377416,"about_ca_topic_score_gemma":0.004804501,"domain_scores_codex":[0.7926105,0.1925332,0.003235001,0.005224072,0.004943868,0.001453378],"domain_scores_gemma":[0.8190004,0.155931,0.004941666,0.01168709,0.00575264,0.002687179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002151076,0.0008112086,0.003408453,0.002532444,0.0001645385,0.0008294703,0.562359,0.002209629,0.002276291,0.2782349,0.006481105,0.1404779],"study_design_scores_gemma":[0.000411713,0.001006474,0.002582966,0.004600411,0.0001814498,0.001053351,0.4415226,0.004724673,0.003761747,0.3549857,0.1849035,0.000265317],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05173297,0.002232154,0.8671128,0.01478371,0.0009113382,0.013156,0.0004048036,0.0004640043,0.04920227],"genre_scores_gemma":[0.1772941,0.0009569533,0.7985462,0.001648465,0.00008319409,0.01590653,0.0001728177,0.0001126682,0.005279067],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1407107,"threshold_uncertainty_score":0.7441581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2780651690635358,"score_gpt":0.4990370168234178,"score_spread":0.220971847759882,"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."}}