{"id":"W4409346289","doi":"10.1002/tl.20662","title":"Disrupting (as) Educational Development","year":2025,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; SAIT Polytechnic; University of Manitoba","funders":"","keywords":"Mathematics education; Faculty development; Pedagogy; Higher education; Psychology; Engineering ethics; Professional development; Sociology; Economic growth; Engineering; Economics","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":[0.008852742,0.000382912,0.0003233033,0.0009521763,0.01356741,0.008477151,0.001062108,0.00171634,0.003612526],"category_scores_gemma":[0.01621237,0.0002906393,0.0001921725,0.001162739,0.02741628,0.004317213,0.01026056,0.003708063,0.0003865794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009468072,"about_ca_system_score_gemma":0.007107178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009875593,"about_ca_topic_score_gemma":0.01678159,"domain_scores_codex":[0.9767086,0.01931206,0.0003448341,0.0007427186,0.001517966,0.001373912],"domain_scores_gemma":[0.9849236,0.008543842,0.001447993,0.001208019,0.002332735,0.001543762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002871191,0.00002920255,0.003013082,0.0000821668,0.000003505972,0.0006275874,0.7698289,0.0002084751,0.001050543,0.2040593,0.004171241,0.01689722],"study_design_scores_gemma":[0.000006375362,0.00004080638,0.001292245,0.0001578257,0.000006122548,0.0005100355,0.6480843,0.0004430575,0.001045458,0.01798562,0.3304089,0.00001922142],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5778691,0.00138106,0.02792007,0.0302155,0.0007701526,0.0002709778,0.00008210591,0.000198412,0.3612926],"genre_scores_gemma":[0.9765584,0.0002835669,0.001705846,0.0008048972,0.00003147536,0.00005519206,0.000009344596,0.00002505064,0.0205264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01356741,"threshold_uncertainty_score":0.06869602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131811386282167,"score_gpt":0.3641931353521202,"score_spread":0.3528750214892985,"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."}}