{"id":"W4411154656","doi":"10.1002/rev3.70076","title":"Transdeep learning in higher education: Institutionalising transdisciplinarity","year":2025,"lang":"en","type":"article","venue":"Review of Education","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Transdisciplinarity; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01784917,0.0003022729,0.0005622405,0.002848891,0.001954794,0.01167884,0.001524927,0.00266265,0.003421562],"category_scores_gemma":[0.02060843,0.0001867829,0.000572366,0.003968167,0.01512559,0.01168016,0.01254276,0.0041496,0.0004022982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004042806,"about_ca_system_score_gemma":0.00868122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001061505,"about_ca_topic_score_gemma":0.002385061,"domain_scores_codex":[0.9797719,0.01581549,0.000703376,0.0009021412,0.00194534,0.0008617786],"domain_scores_gemma":[0.9688928,0.02141804,0.002981499,0.002241521,0.002537013,0.001929138],"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":[0.00003531577,0.00005911876,0.002780579,0.003767847,0.00008211296,0.0002188552,0.008591638,0.0006095902,0.000329485,0.7778046,0.004924904,0.2007961],"study_design_scores_gemma":[0.00002371437,0.0001308941,0.003977599,0.009749381,0.00006794769,0.0004837396,0.025909,0.001046675,0.00105105,0.6435031,0.314001,0.00005583738],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.09291007,0.4083062,0.08629147,0.1903291,0.002660742,0.0002387879,0.0001165429,0.0001383989,0.2190087],"genre_scores_gemma":[0.8976383,0.07956617,0.01229635,0.006674307,0.0004417989,0.0001298347,0.00004596639,0.00002058989,0.003186669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01784917,"threshold_uncertainty_score":0.09439659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1153255297831084,"score_gpt":0.5007010257228854,"score_spread":0.385375495939777,"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."}}