{"id":"W4407623804","doi":"10.1080/21594937.2025.2464324","title":"Bricolage: aligning with climate action through playful participatory design in speculative scenarios","year":2025,"lang":"en","type":"article","venue":"International Journal of Play","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Hong Kong Arts Development Council","keywords":"Bricolage; Citizen journalism; Action (physics); Participatory design; Participatory action research; Sociology; Political science; Engineering; Operations management; Visual arts; Art","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":[0.01925725,0.001330801,0.000387419,0.001036287,0.002608811,0.0050343,0.002734693,0.001809519,0.00593683],"category_scores_gemma":[0.02420486,0.0006490243,0.0008557975,0.0004949291,0.009299516,0.004659619,0.008539731,0.00187839,0.00080492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001309152,"about_ca_system_score_gemma":0.002120937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006163106,"about_ca_topic_score_gemma":0.001303059,"domain_scores_codex":[0.9794653,0.01771631,0.0002579434,0.0009780026,0.0009684418,0.0006140854],"domain_scores_gemma":[0.9794414,0.01627024,0.0007556166,0.002278798,0.0004847099,0.0007692273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001066734,0.002246071,0.007785426,0.002237084,0.0001615305,0.001724678,0.3900298,0.03417048,0.04594447,0.2926438,0.005384664,0.2166052],"study_design_scores_gemma":[0.000959255,0.003088615,0.004804554,0.001600377,0.0002515019,0.001984969,0.107856,0.1124134,0.04136648,0.3989872,0.3262609,0.0004268206],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1683833,0.0002522942,0.7899475,0.002144322,0.000156406,0.00240204,0.00009345541,0.000753901,0.03586681],"genre_scores_gemma":[0.6067102,0.0001775509,0.385691,0.000252984,0.00002168823,0.002588341,0.00007628254,0.0001588086,0.004323191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01925725,"threshold_uncertainty_score":0.1018433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06148304470175417,"score_gpt":0.36606697178245,"score_spread":0.3045839270806958,"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."}}