{"id":"W4412073658","doi":"10.29173/isotl787","title":"Transformative Pathways:","year":2025,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"African history and culture analysis","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Transformative learning; Sociology; Political science; Pedagogy","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":[0.0002484589,0.00004878702,0.00008667771,0.00005639824,0.0004951513,0.00003597438,0.0001426116,0.00003009436,0.000267023],"category_scores_gemma":[0.00006359586,0.00004613279,0.00006822234,0.0003888873,0.0002035143,0.0001947173,0.000006636461,0.00008643933,0.00007188497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006870615,"about_ca_system_score_gemma":0.0001407571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003634955,"about_ca_topic_score_gemma":0.0003685551,"domain_scores_codex":[0.9994628,0.00007999934,0.00009130249,0.00009617331,0.000121253,0.0001484854],"domain_scores_gemma":[0.9997665,0.00004362327,0.00002598074,0.00007412863,0.00005277076,0.00003704088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001016923,0.00003342964,0.001068627,0.000007033949,0.00007279123,0.000005977722,0.3844099,0.000007608851,0.0002302287,0.551392,0.02941972,0.0333425],"study_design_scores_gemma":[0.00008039715,0.000005458586,0.00009884103,0.00001310709,0.00003497862,7.842014e-8,0.05223507,0.00001825324,0.0001350654,0.004198922,0.9431119,0.00006793394],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004326262,0.0003742252,0.003944871,0.006228442,0.00019558,0.00005109089,0.000002500907,0.000126298,0.9847507],"genre_scores_gemma":[0.9837343,0.00001860798,0.0002694251,0.0007750371,0.00005799399,0.000008212388,0.000001628472,0.000002315331,0.01513251],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.979408,"threshold_uncertainty_score":0.3808353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01399456451351515,"score_gpt":0.3084982401481239,"score_spread":0.2945036756346087,"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."}}