{"id":"W7134256678","doi":"10.21606/drslxd.2025.118","title":"Visioning Transformative Futures in Advertising","year":2025,"lang":"","type":"article","venue":"","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Transformative learning; Futures contract; Curriculum; Transformational leadership; Conversation; Immigration; Situated; Intersectionality; Disadvantaged","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.008159736,0.0004758906,0.0002411235,0.001165449,0.01437419,0.02105524,0.001084633,0.004063388,0.00529966],"category_scores_gemma":[0.003816382,0.0003124704,0.0004703623,0.0008170311,0.05180431,0.01230327,0.005741056,0.005871119,0.0006442321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01795948,"about_ca_system_score_gemma":0.008797456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01771601,"about_ca_topic_score_gemma":0.02671145,"domain_scores_codex":[0.9947608,0.003538892,0.00006893213,0.0002991256,0.000559491,0.0007728243],"domain_scores_gemma":[0.9974992,0.001270885,0.0001471748,0.0002381711,0.0003128428,0.0005316837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008856316,0.0000195798,0.0002140857,0.0000190569,0.000001422329,0.00009755601,0.04998706,0.0002117021,0.0001389537,0.9387618,0.003342865,0.007197093],"study_design_scores_gemma":[0.00001492752,0.00003408473,0.0003698643,0.0001210128,0.000004820017,0.0002796608,0.1385254,0.0007868372,0.000690349,0.3981499,0.4610002,0.00002288419],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09337363,0.005862754,0.01780761,0.1186921,0.0008198571,0.00006354161,0.00002040777,0.0001424899,0.7632176],"genre_scores_gemma":[0.9564801,0.001725509,0.003515507,0.003034313,0.0001236894,0.00002715568,0.00001073464,0.00005502296,0.03502787],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02105524,"threshold_uncertainty_score":0.1303057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196950268559399,"score_gpt":0.2591717210287633,"score_spread":0.2472022183431693,"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."}}