{"id":"W4230945781","doi":"10.1002/9781118928806.ch2","title":"Concepts Supporting Reuse","year":2017,"lang":"en","type":"other","venue":"","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Reuse; Deconstruction (building); Component (thermodynamics); Material flow analysis; Architectural engineering; Computer science; Civil engineering; Engineering; Waste management","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002701444,0.00013023,0.0002512012,0.00001871332,0.0001071523,0.00003740482,0.0006303709,0.0002314685,0.3521271],"category_scores_gemma":[0.0004287775,0.00009382013,0.0001075219,0.00003905628,0.0002036564,0.00003780444,0.0005060331,0.00008850028,0.004614342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137186,"about_ca_system_score_gemma":0.000005749671,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01046224,"about_ca_topic_score_gemma":0.005666321,"domain_scores_codex":[0.9990773,0.00003524212,0.0001325152,0.0003337095,0.0001634743,0.0002577816],"domain_scores_gemma":[0.9987072,0.0000204763,0.0002486265,0.0009354922,0.000001917066,0.00008626302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[6.535494e-7,0.00001399661,0.017568,0.00001037984,0.00001474932,0.00001569725,0.00002237005,0.000004249905,0.000003298408,0.00003058522,0.9794924,0.002823664],"study_design_scores_gemma":[0.00004777513,0.00001513981,0.001635039,0.0000106282,0.00001589986,8.848764e-7,0.00006803777,0.00002184892,0.000002504525,0.0002382577,0.9978006,0.0001434186],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000483902,0.00002516499,0.00006083857,0.0001840295,0.00008616479,0.0001627729,0.000002667346,0.000117782,0.9988767],"genre_scores_gemma":[0.020425,0.0000111374,0.00031695,0.0001117498,0.00009139461,0.00001403238,0.000005272137,0.00005680797,0.9789677],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3475128,"threshold_uncertainty_score":0.9961607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125318975324897,"score_gpt":0.29543943148251,"score_spread":0.2829075339500203,"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."}}