{"id":"W7153434397","doi":"10.59236/td2025vol18iss41928","title":"Journeying into SoTL: A Transformative Experience Through the SPARK-ENG Professional Learning","year":2025,"lang":"","type":"article","venue":"Transformative Dialogues Teaching and Learning Journal","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Transformative learning; Scholarship of Teaching and Learning; Professional learning community; Professional development; Engineering education; Scholarship; Discipline; Professional studies; Experiential learning; Educational technology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03235966,0.0008278736,0.0009568569,0.0004990047,0.04307848,0.002632694,0.001225011,0.0004783342,0.0002405813],"category_scores_gemma":[0.009914059,0.0006121586,0.000522577,0.0007922829,0.001911209,0.007906594,0.0001514941,0.02309909,0.0000483589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005553223,"about_ca_system_score_gemma":0.00114063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001879995,"about_ca_topic_score_gemma":0.0002975367,"domain_scores_codex":[0.9610468,0.03299329,0.001995881,0.0006462935,0.001951015,0.001366755],"domain_scores_gemma":[0.9893845,0.007873812,0.00161258,0.0002303538,0.0005195722,0.0003792233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002562163,0.0001668781,0.002189668,0.0001643336,0.0004028255,0.00001098947,0.867857,0.006238883,0.0001110945,0.0108795,0.0003398022,0.1113828],"study_design_scores_gemma":[0.00180376,0.0004493346,0.002051745,0.002653361,0.0004065176,0.0001199418,0.7486116,0.01085513,0.00006979602,0.005668919,0.2265794,0.0007304925],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6708311,0.006049401,0.1989326,0.06171174,0.004307862,0.00133723,0.00000790283,0.000337554,0.05648467],"genre_scores_gemma":[0.9859214,0.005524923,0.002718295,0.001084843,0.0007616029,0.00005883434,0.00001620686,0.00005279008,0.003861138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3150903,"threshold_uncertainty_score":0.999633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07195812462125997,"score_gpt":0.4168651409085226,"score_spread":0.3449070162872626,"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."}}