{"id":"W3086754994","doi":"10.20898/j.iass.2019.202.038","title":"Upgrading the Spoke Wheel Stadium Roof Concept","year":2019,"lang":"en","type":"article","venue":"Journal of the International Association for Shell and Spatial Structures","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stadium; Roof; Wind tunnel; Engineering; Aerodynamics; Lift (data mining); Structural engineering; Civil engineering; Aerospace engineering; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000221717,0.0003752935,0.0002079582,0.0007184846,0.0006617362,0.0006862271,0.001011156,0.000708551,0.004574648],"category_scores_gemma":[0.000202654,0.0002333949,0.000451102,0.0003533936,0.000749254,0.0006901053,0.001142764,0.0006508528,0.001984163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006195144,"about_ca_system_score_gemma":0.0009449846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003681282,"about_ca_topic_score_gemma":0.006026794,"domain_scores_codex":[0.9997362,0.00002739823,0.000006423166,0.00003305074,0.0001243463,0.00007254448],"domain_scores_gemma":[0.999862,0.000006225913,0.000009220241,0.00003525047,0.00005304481,0.00003438677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004490578,0.000363519,0.01287984,0.0005877952,0.00005058413,0.001849305,0.0009676235,0.05239011,0.3273712,0.1617415,0.0100797,0.4312696],"study_design_scores_gemma":[0.0001002455,0.002481317,0.03689259,0.0003800944,0.00009960611,0.003931101,0.001807247,0.2074191,0.1451712,0.02175392,0.5797399,0.0002235882],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3939951,0.001233463,0.4902887,0.0004432462,0.0008398675,0.0003568257,0.0004192335,0.00141776,0.1110058],"genre_scores_gemma":[0.8451532,0.0006372469,0.1316908,0.00007742376,0.00009441302,0.0001060068,0.0002379381,0.0001197862,0.02188321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004574648,"threshold_uncertainty_score":0.01530373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003025454572568012,"score_gpt":0.1862793112664205,"score_spread":0.1832538566938525,"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."}}