{"id":"W4408792063","doi":"10.37308/dfi49.20241130205","title":"Thinking Bigger – 32-Storey Building on Helical Piles","year":2024,"lang":"en","type":"article","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Structural engineering; Engineering; Architectural engineering; Computer science; Construction engineering; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006284522,0.00008368581,0.0000591773,0.00008683146,0.00003861813,0.00006671822,0.00007914417,0.00003330036,0.0001143228],"category_scores_gemma":[0.000004657051,0.00006555981,0.00004270413,0.0001052357,0.000007579549,0.00003904457,0.00001518429,0.00013873,0.00025875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002558604,"about_ca_system_score_gemma":0.000007890523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002000501,"about_ca_topic_score_gemma":0.000001136306,"domain_scores_codex":[0.9995334,0.000007557793,0.00007895714,0.0001122191,0.0001504927,0.0001173342],"domain_scores_gemma":[0.9997612,0.0001359947,0.000002183537,0.00006161428,0.000005906828,0.00003314009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004916807,0.00001064831,0.00002180093,0.00009784852,0.00008010622,0.00006160962,0.0005860485,0.4633746,0.006072128,0.3905418,0.02522039,0.1139281],"study_design_scores_gemma":[0.0001120866,0.00008231492,0.0007742097,0.0002544353,0.00001859635,0.00003864348,0.00002250867,0.7269601,0.01624381,0.1077435,0.1473276,0.0004222596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06836823,0.001054624,0.8488998,0.0005457134,0.0008868452,0.000082841,0.000002352912,0.002062358,0.07809723],"genre_scores_gemma":[0.9906546,0.000009260689,0.008391556,0.0003020724,0.0003073186,0.0000055711,0.000002620915,0.00002426523,0.0003027566],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9222863,"threshold_uncertainty_score":0.3325794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007634767539446491,"score_gpt":0.221556930275852,"score_spread":0.2139221627364055,"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."}}