{"id":"W2566313794","doi":"10.36510/learnland.v9i1.753","title":"Capturing the Processes of Our Transformative Learning in a Transdisciplinary Research Course","year":2015,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Viewpoints; Scholarship; Sociology; Curriculum; Transdisciplinarity; Dilemma; Narrative; Pedagogy; Engineering ethics; Class (philosophy); Social science; Political science; Epistemology; Engineering","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":[0.002688225,0.00006451103,0.0001218955,0.00008978302,0.0004258931,0.00005381502,0.0002307145,0.00006604129,0.00001270316],"category_scores_gemma":[0.001061942,0.0000470883,0.00002486377,0.000670805,0.00009124344,0.0001820653,0.00001740612,0.0006055777,0.00001060731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003563178,"about_ca_system_score_gemma":0.0006441317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007946467,"about_ca_topic_score_gemma":0.005172158,"domain_scores_codex":[0.998323,0.0006528408,0.0001724653,0.0001186276,0.0004501565,0.0002828884],"domain_scores_gemma":[0.9991631,0.0002779523,0.00006774145,0.00006151752,0.0003632388,0.00006647519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002943561,0.00005055038,0.07359361,0.00004168721,0.000007462089,0.000001716957,0.9187862,0.001813004,0.000007408225,0.0006760232,0.0002249636,0.004767939],"study_design_scores_gemma":[0.0003342541,0.00008323557,0.007876722,0.0001238194,0.000007378286,8.22806e-7,0.9576019,0.0003026162,0.00007531184,0.0007291441,0.03277745,0.00008734905],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662383,0.0005937032,0.00007188775,0.009103874,0.00009978165,0.0001755663,4.160466e-7,0.00005451977,0.02366198],"genre_scores_gemma":[0.9957536,0.00008606264,0.00004312456,0.000008549136,0.0001896932,0.00002400368,0.00000267947,0.000007780131,0.003884539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06571689,"threshold_uncertainty_score":0.3275668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07021554271268711,"score_gpt":0.4032120890412106,"score_spread":0.3329965463285235,"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."}}