{"id":"W7134250633","doi":"10.21606/drslxd.2025.172","title":"Unfolding Dialogue: Pedagogies of Reciprocity and Community in Design","year":2025,"lang":"","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emily Carr University of Art and Design","funders":"","keywords":"Reciprocity (cultural anthropology); Dialogic; Situated; Conversation; Reflexivity; Dyad; Theme (computing); Reciprocal","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":[0.03622165,0.001042266,0.0008132189,0.003485987,0.01322905,0.01398271,0.00324118,0.003991452,0.009139104],"category_scores_gemma":[0.0618173,0.0009519889,0.001195712,0.001666363,0.0607463,0.02429046,0.02448944,0.004807199,0.001401888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00445934,"about_ca_system_score_gemma":0.005865825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001464135,"about_ca_topic_score_gemma":0.00158952,"domain_scores_codex":[0.9306151,0.06073851,0.0008996573,0.002905817,0.003451918,0.001388962],"domain_scores_gemma":[0.955074,0.03302639,0.002006179,0.006067583,0.001713407,0.002112459],"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":[0.00004279901,0.00003909741,0.000928876,0.0003050782,0.00002064043,0.000350384,0.4172188,0.0005940561,0.0007848009,0.547636,0.00230258,0.02977684],"study_design_scores_gemma":[0.00005743575,0.0001013635,0.0004806579,0.0006185882,0.00002895621,0.0007465082,0.1251442,0.002795564,0.00107189,0.6437458,0.2251455,0.0000634462],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09339646,0.005598874,0.5953779,0.03378171,0.0009494328,0.0007541962,0.00009819144,0.0008484105,0.2691948],"genre_scores_gemma":[0.9120985,0.001376276,0.07134272,0.001217869,0.0001708072,0.0007491344,0.000054729,0.0004108817,0.01257915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03622165,"threshold_uncertainty_score":0.1915607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1034772346811672,"score_gpt":0.34800509552954,"score_spread":0.2445278608483727,"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."}}