{"id":"W2916903255","doi":"10.1088/1755-1315/225/1/012030","title":"The architecture of reuse","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Reuse; Flexibility (engineering); Architecture; Circular economy; Process (computing); Computer science; Engineering design process; Architectural engineering; Engineering; Process management; Systems engineering; Ecology; Mechanical engineering","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":[0.004104745,0.0005837106,0.0005221713,0.002478113,0.004215322,0.0123906,0.001931494,0.002862738,0.01105189],"category_scores_gemma":[0.00433866,0.000643994,0.0008733365,0.00244915,0.03455967,0.01472895,0.007895174,0.002203959,0.002521563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007159696,"about_ca_system_score_gemma":0.005622155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008777109,"about_ca_topic_score_gemma":0.005364324,"domain_scores_codex":[0.9948891,0.002358287,0.0002421402,0.0009296363,0.0009624884,0.0006182377],"domain_scores_gemma":[0.9973123,0.0007375847,0.0001813046,0.001134929,0.0004193427,0.0002146301],"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":[0.000002323108,0.000002722233,0.00007076849,0.00001502377,0.00000220714,0.00002045938,0.0006209583,0.0004985193,0.00005346533,0.9939116,0.0005693989,0.004232547],"study_design_scores_gemma":[0.0000054886,0.00001474631,0.000172909,0.00006618643,0.000005614602,0.00009309799,0.000486822,0.001266115,0.0001259695,0.8939608,0.1037922,0.000009983961],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02711762,0.007314497,0.2507257,0.01421928,0.0002947758,0.0001663364,0.0001198265,0.0005532964,0.6994886],"genre_scores_gemma":[0.7800117,0.007304973,0.08075608,0.001201259,0.0003667023,0.0004513864,0.0002016108,0.000389579,0.1293166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0123906,"threshold_uncertainty_score":0.05194747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005747713055217218,"score_gpt":0.1809558018866742,"score_spread":0.1752080888314569,"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."}}