{"id":"W4231235942","doi":"10.32920/ryerson.14662632","title":"Re-architecture: means-oriented design","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Mindset; Reuse; Demolition; Architectural engineering; Architecture; Resource (disambiguation); Fossil fuel; Lead (geology); Engineering; Ideal (ethics); Construction engineering; Systems engineering; Computer science; Civil 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00135666,0.0006579959,0.0003866844,0.0004352481,0.0006610429,0.00268996,0.001285276,0.000724719,0.006378153],"category_scores_gemma":[0.001782412,0.0004089224,0.0008991226,0.0003574615,0.002148051,0.001803771,0.001850718,0.001281156,0.001301016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008344778,"about_ca_system_score_gemma":0.001150849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001033836,"about_ca_topic_score_gemma":0.001535234,"domain_scores_codex":[0.9993398,0.000274449,0.00002900865,0.0000984553,0.0002053688,0.00005282179],"domain_scores_gemma":[0.9994215,0.000196151,0.00004030236,0.000176636,0.0001246852,0.0000407346],"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":[0.00003695298,0.00003049332,0.0003881989,0.0001741878,0.00003447493,0.00007059185,0.0004235053,0.08387105,0.002610234,0.8544891,0.003939859,0.05393134],"study_design_scores_gemma":[0.00002851372,0.00003601331,0.0001221023,0.00006886012,0.00002118182,0.00007378987,0.0001183783,0.1477121,0.001318145,0.7812384,0.06924786,0.00001461318],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006761086,0.0004484103,0.9614347,0.0008865483,0.00009797007,0.00008208658,0.00007413026,0.0005087405,0.02970624],"genre_scores_gemma":[0.1739623,0.001019822,0.8093723,0.0003031626,0.00006842194,0.0004189967,0.0002518948,0.0004467001,0.01415642],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006378153,"threshold_uncertainty_score":0.02133703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01823421363211061,"score_gpt":0.2201548691245102,"score_spread":0.2019206554923996,"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."}}