{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002086755,0.0001404051,0.00014698,0.00002684634,0.0001486705,0.00007713628,0.00020841,0.00004940903,0.0009990417],"category_scores_gemma":[0.0003459739,0.0001070606,0.00002464698,0.000256164,0.00004746494,0.0001352739,0.00002431417,0.00006872823,0.0001804629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001999586,"about_ca_system_score_gemma":0.0001449176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347543,"about_ca_topic_score_gemma":0.002187323,"domain_scores_codex":[0.9988385,0.00005140513,0.0001839844,0.0002358652,0.0004291185,0.0002611475],"domain_scores_gemma":[0.9991789,0.00006070911,0.00006983022,0.000210381,0.0002609896,0.0002191785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003838837,0.00001971202,0.2923602,0.0000187456,0.0001073377,0.00002285382,0.001962407,0.04042613,0.0001475318,0.0006659218,0.5460386,0.1178467],"study_design_scores_gemma":[0.001163293,0.0004903571,0.7666758,0.00002420391,0.00003277731,0.000007871678,0.0007895323,0.003902526,0.0006148364,0.008695206,0.217139,0.0004646526],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9329536,0.003285911,0.0278717,0.005942374,0.009715452,0.002601706,0.0002777582,0.0004050457,0.01694647],"genre_scores_gemma":[0.9773751,0.00001550552,0.02006315,0.000941142,0.0002496421,0.00000418693,0.00009326609,0.000006621839,0.001251367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4743156,"threshold_uncertainty_score":0.9999142,"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."}}