{"id":"W4404689551","doi":"10.1109/beliv64461.2024.00013","title":"Complexity as Design Material Position Paper","year":2024,"lang":"en","type":"article","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Position paper; Computer science; Position (finance); World Wide Web; Business","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":[0.004126356,0.000992027,0.0003634029,0.001377511,0.003139941,0.01132699,0.002026187,0.002318575,0.06595774],"category_scores_gemma":[0.01582313,0.0005885196,0.0006771216,0.001289848,0.005454867,0.008334966,0.003895237,0.003030692,0.01106215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005023059,"about_ca_system_score_gemma":0.003611262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00154919,"about_ca_topic_score_gemma":0.00165069,"domain_scores_codex":[0.9953076,0.001856942,0.0001981957,0.0005514267,0.001843097,0.0002427606],"domain_scores_gemma":[0.9920697,0.003020916,0.0003281133,0.001977836,0.001943704,0.000659782],"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":[0.0000133704,0.00001489616,0.00009467449,0.0001484626,0.000004745531,0.00005395033,0.00113816,0.00101098,0.0005119373,0.9153261,0.04615328,0.03552952],"study_design_scores_gemma":[0.000008563436,0.00002822541,0.00006323602,0.0001866411,0.000006489716,0.000105914,0.0004172055,0.001344329,0.0007763223,0.2157663,0.7812838,0.00001299324],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.005650953,0.004188874,0.3589688,0.04225794,0.006947825,0.0004015974,0.0004439771,0.001173619,0.5799664],"genre_scores_gemma":[0.219615,0.008428228,0.2744697,0.008071162,0.00337358,0.001641543,0.001018805,0.002632207,0.4807498],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.06595774,"threshold_uncertainty_score":0.2206506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866383481640607,"score_gpt":0.2251902745581699,"score_spread":0.2065264397417639,"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."}}