{"id":"W2333610188","doi":"10.1061/9780784479117.072","title":"Proposed Refinements to Design Snow Load Derivation","year":2015,"lang":"en","type":"article","venue":"Structures Congress 2015","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rowan Williams Davies & Irwin (Canada)","funders":"","keywords":"Snow; Roof; Aerodynamics; Structural engineering; Cladding (metalworking); Building envelope; Envelope (radar); Wind engineering; Environmental science; Meteorology; Thermal; Engineering; Aerospace engineering; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002301594,0.001793975,0.001029076,0.001443963,0.0007944956,0.001786821,0.002714735,0.001084024,0.0156802],"category_scores_gemma":[0.005896738,0.0009182342,0.00184499,0.001163995,0.0008352387,0.001557606,0.002475169,0.001998684,0.00776799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139317,"about_ca_system_score_gemma":0.001661559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004341427,"about_ca_topic_score_gemma":0.005276609,"domain_scores_codex":[0.9977319,0.0005177978,0.0001642486,0.0003122523,0.0011218,0.0001518842],"domain_scores_gemma":[0.9980179,0.0003822981,0.000126399,0.0004439183,0.0009780811,0.00005143679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002038846,0.0001685108,0.002476805,0.0007642751,0.00007994652,0.0005969533,0.0007206408,0.3994018,0.02100925,0.1828645,0.01661239,0.3751011],"study_design_scores_gemma":[0.00003607947,0.0001065063,0.0004560449,0.0001628703,0.00004943373,0.0002123805,0.0001289778,0.8563145,0.005959524,0.07200406,0.06452454,0.0000450631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002335323,0.0001150119,0.986941,0.0001181063,0.00008905475,0.0001162936,0.0001215569,0.0003801674,0.009783527],"genre_scores_gemma":[0.09187236,0.0003886219,0.8929973,0.000221511,0.0001182584,0.0003655977,0.0007033029,0.000495868,0.01283714],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0156802,"threshold_uncertainty_score":0.05245548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06340590248312637,"score_gpt":0.274089484687331,"score_spread":0.2106835822042046,"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."}}