{"id":"W3115313931","doi":"10.1177/0956059920981861","title":"A study of digital and physical workflows used for the creation of fabric-formed ice shells with bending active frames","year":2020,"lang":"en","type":"article","venue":"International Journal of Space Structures","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Workflow; Bending; Shell (structure); Computer science; Scale (ratio); Process (computing); Architectural engineering; Construction engineering; Engineering; Systems engineering; Mechanical engineering; Structural engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00002419892,0.00008477964,0.0001866549,0.00006927862,0.00002107486,0.00004933394,0.0001397946,0.00001970054,0.000009091241],"category_scores_gemma":[0.00005023518,0.00004878624,0.00005564551,0.0001031546,0.00003120089,0.0002469006,0.000016599,0.00008663106,2.858585e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001930622,"about_ca_system_score_gemma":0.000009536757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005109353,"about_ca_topic_score_gemma":0.000004696796,"domain_scores_codex":[0.9993798,0.000006432131,0.0002013726,0.00006000929,0.000300409,0.00005202509],"domain_scores_gemma":[0.9993272,0.0001548845,0.0002275697,0.00003618588,0.0002248416,0.00002924678],"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":[0.001053125,0.00005657887,0.01145742,0.00004509214,0.002927485,0.000005357755,0.02594559,0.909694,0.01990801,0.0009759802,0.00007747615,0.02785391],"study_design_scores_gemma":[0.008519039,0.004021307,0.2155763,0.0003137743,0.001587738,0.00009609224,0.05666313,0.5376819,0.1681772,0.006421318,0.0002426453,0.0006995382],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844474,0.00004846936,0.01499563,0.0002457784,0.0000789371,0.000118899,0.00002473029,0.000005085488,0.00003508511],"genre_scores_gemma":[0.9988869,0.00001668817,0.0008857356,0.000007470904,0.0001882455,0.000001311216,0.000002851285,0.000008549561,0.000002250346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.372012,"threshold_uncertainty_score":0.1989445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01059718337663834,"score_gpt":0.2555442066383867,"score_spread":0.2449470232617483,"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."}}