{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006627842,0.0005775377,0.0002810029,0.001972316,0.008645273,0.01232254,0.00175258,0.00224431,0.04394147],"category_scores_gemma":[0.01500571,0.0003691591,0.0007985085,0.001710706,0.01658164,0.01406455,0.01744207,0.00462789,0.004178663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006081867,"about_ca_system_score_gemma":0.01362714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003428167,"about_ca_topic_score_gemma":0.005432013,"domain_scores_codex":[0.9944524,0.002614004,0.0001759309,0.0007866746,0.0008447775,0.001126145],"domain_scores_gemma":[0.9929534,0.001981505,0.0005533961,0.001212021,0.001427553,0.001872227],"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":[0.00004122689,0.000129751,0.002087781,0.0001226313,0.00001108108,0.0006872354,0.05235304,0.0001946942,0.0003731296,0.895022,0.007084197,0.04189327],"study_design_scores_gemma":[0.00002743175,0.000104891,0.002461429,0.0003359586,0.0000119818,0.0006127508,0.08711728,0.0004950112,0.0006078702,0.5519668,0.3562297,0.00002899078],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06937287,0.001246675,0.04335607,0.02618479,0.001056857,0.0006175927,0.0002493712,0.0003078303,0.857608],"genre_scores_gemma":[0.9176851,0.001091429,0.01490495,0.002048928,0.000132145,0.000488733,0.0002756274,0.0002380057,0.06313518],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04394147,"threshold_uncertainty_score":0.1469989,"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."}}