{"id":"W7134272286","doi":"10.21606/drslxd.2025.017","title":"Discoverability, availability, circularity: an upcycling design workshop","year":2025,"lang":"","type":"article","venue":"","topic":"Sustainable Design and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Process (computing); Quality (philosophy); Industrial design; Engineering design process; Design process; Design education","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":[0.01872019,0.0009602701,0.0004741835,0.0007733057,0.006208993,0.006029017,0.003114178,0.002556571,0.007887155],"category_scores_gemma":[0.0145948,0.0006729926,0.001026543,0.0005339577,0.006619007,0.004734767,0.008908112,0.003606986,0.001352133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002409599,"about_ca_system_score_gemma":0.003211255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009080717,"about_ca_topic_score_gemma":0.001910035,"domain_scores_codex":[0.9877946,0.008809827,0.0003101791,0.0009169621,0.001329266,0.0008392082],"domain_scores_gemma":[0.9866654,0.007758933,0.0004299798,0.001826606,0.001143576,0.002175502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001346329,0.003511067,0.004378412,0.001609656,0.00009888608,0.00716963,0.5759335,0.0118621,0.03999939,0.1620577,0.03576645,0.1562669],"study_design_scores_gemma":[0.0002884836,0.002561513,0.003193349,0.000720282,0.0001074158,0.001976748,0.1892556,0.01152911,0.02928486,0.05681675,0.7039146,0.0003512156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4865061,0.000702613,0.3635672,0.01222746,0.001404033,0.002023586,0.0002212441,0.00110413,0.1322435],"genre_scores_gemma":[0.8195007,0.0004893903,0.1324117,0.0009279439,0.000137491,0.0009338774,0.0002096891,0.0004460069,0.04494317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01872019,"threshold_uncertainty_score":0.09900302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03292740625794577,"score_gpt":0.2818026495724452,"score_spread":0.2488752433144995,"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."}}