{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003086326,0.0008318415,0.0008845684,0.0005233365,0.0004804865,0.0009102096,0.0008570753,0.0006219012,0.002099404],"category_scores_gemma":[0.0008291968,0.0009045028,0.0002854603,0.001703237,0.0002123184,0.0009801025,0.0004969278,0.0008743491,0.000193947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001664094,"about_ca_system_score_gemma":0.00116157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001611193,"about_ca_topic_score_gemma":0.00005811924,"domain_scores_codex":[0.9946028,0.0005857987,0.001388428,0.001407882,0.0005697161,0.001445395],"domain_scores_gemma":[0.9963485,0.001005359,0.00007646785,0.001808945,0.0003134978,0.0004472068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007725983,0.00388621,0.03654784,0.006727444,0.002399987,0.0004250337,0.008900678,0.5526669,0.004167787,0.09108898,0.02000896,0.2724076],"study_design_scores_gemma":[0.003519501,0.0002498778,0.01891427,0.00093281,0.0005567966,0.00002212902,0.01262634,0.7683225,0.01341963,0.1603055,0.01734716,0.003783434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03519502,0.001960701,0.9192752,0.0008477736,0.002227165,0.001842177,0.00000487033,0.0007753887,0.03787167],"genre_scores_gemma":[0.9534557,0.0002599484,0.03207855,0.0006452928,0.0001363974,0.0001321239,0.00001780255,0.00009033107,0.01318384],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9182607,"threshold_uncertainty_score":0.9993405,"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."}}