{"id":"W2378494878","doi":"","title":"Comparison of snow load requirements in design codes used in China,USA,Canada and EU","year":2011,"lang":"en","type":"article","venue":"Ha'erbin gongye daxue xuebao","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Snow; European standard; China; Gable; Roof; Environmental science; Civil engineering; Structural engineering; Engineering; Meteorology; Geography; Transport engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001834555,0.00019329,0.000397845,0.0001797125,0.00002185734,0.00001676933,0.0001474403,0.00006971762,0.0001208067],"category_scores_gemma":[0.00005019912,0.0001985078,0.00002881283,0.0004317189,0.00003653883,0.0001473318,0.00002451122,0.0001828931,0.00000386435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001895901,"about_ca_system_score_gemma":0.00006798451,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1405031,"about_ca_topic_score_gemma":0.2805538,"domain_scores_codex":[0.9988492,0.00004405144,0.0004446321,0.0001892664,0.0002152584,0.0002576124],"domain_scores_gemma":[0.9995667,0.00005986205,0.00005510326,0.0002148832,0.00002532309,0.00007810431],"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":[0.00009261815,0.0001181773,0.377755,0.0004080755,0.0002139273,0.00005687149,0.006143209,0.5897017,0.01388202,0.000801592,0.002156597,0.008670197],"study_design_scores_gemma":[0.001171552,0.00005971099,0.3921544,0.0002082983,0.00003667074,0.000003961336,0.0003988214,0.5225071,0.08259252,0.0000808173,0.0003036815,0.0004824885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806987,0.0003564263,0.01741275,0.00001316202,0.0001845137,0.0001516905,0.00001325818,0.00005629074,0.001113225],"genre_scores_gemma":[0.9978436,0.00003367312,0.001986396,0.00001477486,0.00001140854,0.00001170155,0.00001197263,0.00002306078,0.00006339204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1400507,"threshold_uncertainty_score":0.8652204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0446219946252855,"score_gpt":0.256800664541152,"score_spread":0.2121786699158665,"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."}}