{"id":"W2128631133","doi":"10.1520/jai100862","title":"Techniques for Predicting Cladding Design Wind Pressures","year":2007,"lang":"en","type":"article","venue":"Journal of ASTM International","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rowan Williams Davies & Irwin (Canada)","funders":"","keywords":"Cladding (metalworking); Materials science; Nuclear engineering; Marine engineering; Environmental science; Structural engineering; Composite material; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00120022,0.00006397563,0.00009651829,0.00005782643,0.00007460219,0.00002792934,0.0002236948,0.00002971626,0.0003114492],"category_scores_gemma":[0.0002374069,0.0000490051,0.00008402435,0.00004015628,0.00004378249,0.0002485073,0.00006325912,0.00009880849,0.000005408512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007793747,"about_ca_system_score_gemma":0.000007328845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000294672,"about_ca_topic_score_gemma":0.000002058228,"domain_scores_codex":[0.9990801,0.0000134231,0.0003382344,0.00007829522,0.0003668956,0.0001230715],"domain_scores_gemma":[0.9994026,0.0001900994,0.0002755311,0.00003773349,0.00005285276,0.00004119259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008920188,0.00034874,0.4740091,0.00001688365,0.0005407257,0.00007921147,0.002731668,0.008007706,0.1083931,0.0005249819,0.1838825,0.2205733],"study_design_scores_gemma":[0.001520624,0.0009840535,0.3566145,0.0002768227,0.00008347067,0.0003228964,0.001019623,0.003970821,0.2084641,0.004270434,0.4220662,0.0004064882],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3219012,0.00007978771,0.6483539,0.001555734,0.001424084,0.0002537873,0.00001239146,0.00003033732,0.02638872],"genre_scores_gemma":[0.931971,0.000006234658,0.06643984,0.0001264828,0.0008596701,0.000001107662,4.883184e-7,0.000006735623,0.0005884077],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6100698,"threshold_uncertainty_score":0.341015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01816709357902323,"score_gpt":0.2802371812051081,"score_spread":0.2620700876260849,"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."}}