{"id":"W7117259644","doi":"10.24908/encounters.v26i0.20259","title":"Transdisciplinarity and the Dangers and Opportunities of STEM Education: An Interview with Dr. Pratim Sengupta","year":2025,"lang":"en","type":"article","venue":"Encounters in Theory and History of Education","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Peabody College; National Science Foundation","keywords":"Scholarship; Transdisciplinarity; Conceptualization; Conversation; The arts; Science education; Curriculum; Discipline; Pragmatism","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009897663,0.00007572555,0.0001376367,0.00009550455,0.00005289989,0.00003176568,0.0001683621,0.00002978312,0.000005649054],"category_scores_gemma":[0.00001245597,0.00005739208,0.00001730109,0.00008335478,0.000713865,0.0004914326,0.00002982577,0.00006963859,4.147637e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008338973,"about_ca_system_score_gemma":0.001092986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002982107,"about_ca_topic_score_gemma":0.0000275097,"domain_scores_codex":[0.9992996,0.0002316263,0.0001838834,0.0001614699,0.00006914925,0.00005425291],"domain_scores_gemma":[0.9994258,0.0001419474,0.0001053702,0.0002140014,0.00007738739,0.00003553305],"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":[0.00005048368,0.0002310241,0.0002543913,0.0002369653,0.00001395683,4.972453e-8,0.1593056,8.343645e-7,0.00001027815,0.66422,0.001305716,0.1743706],"study_design_scores_gemma":[0.002069084,0.0005108957,0.02007766,0.002009645,0.0001370483,0.00003308913,0.6405915,0.0009827738,0.0001194128,0.1864691,0.1464244,0.0005754104],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8849955,0.03969325,0.009611968,0.009212096,0.002684039,0.0006199084,0.000004785763,0.00002642347,0.05315202],"genre_scores_gemma":[0.9920248,0.0005795123,0.0005063614,0.001001214,0.00001217475,0.00003503139,0.000003263839,0.000002954344,0.005834652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4812859,"threshold_uncertainty_score":0.2630266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02525348542405452,"score_gpt":0.2825613771126286,"score_spread":0.2573078916885741,"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."}}