{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003481438,0.00005811285,0.00004157306,0.00003055471,0.00002255955,0.00005314354,0.00003416739,0.00002241631,0.001483724],"category_scores_gemma":[9.648447e-7,0.00004893087,0.00002107512,0.00005122329,0.0000100483,0.00006783628,0.000006282477,0.00004079968,0.0006363271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001666976,"about_ca_system_score_gemma":0.000008573538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006706598,"about_ca_topic_score_gemma":8.923151e-7,"domain_scores_codex":[0.9997169,0.0000137435,0.00006103039,0.00006790716,0.00006548388,0.00007491825],"domain_scores_gemma":[0.9998968,0.00003309649,0.000001455714,0.00003981256,0.000005918218,0.00002289359],"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":[0.00005023817,0.00001824526,0.000001552797,0.0001549171,0.0001411717,0.0001181127,0.0005285423,0.2886563,0.1503404,0.43281,0.07329539,0.05388511],"study_design_scores_gemma":[0.00009692729,0.00008873784,0.0006229257,0.00003749502,0.00001986749,0.0001222029,0.00001068494,0.4463552,0.04568674,0.4891542,0.01753044,0.0002745612],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007049871,0.00009380518,0.941681,0.0002435321,0.000455884,0.00007985168,0.000004893472,0.0008454541,0.04954568],"genre_scores_gemma":[0.9835427,0.000003332517,0.01576706,0.0002137413,0.0001755892,0.00000774971,0.00001985563,0.00001442553,0.0002555274],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9764928,"threshold_uncertainty_score":0.999429,"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."}}