{"id":"W2565618677","doi":"","title":"STR-940: PARAMETRIC SIMULATION OF ROOF STRUCTURAL SNOW LOADS","year":2016,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snow; Roof; Parametric statistics; Structural engineering; Geology; Geotechnical engineering; Engineering; Mathematics; Statistics; Geomorphology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001160903,0.0002243828,0.0002905756,0.0007125997,0.00007464388,0.00005989281,0.000356391,0.0001421714,0.00011821],"category_scores_gemma":[0.00005714977,0.0002005871,0.0001527429,0.0008357979,0.00006927001,0.001293625,0.00008179082,0.0001697706,0.00009674186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001838209,"about_ca_system_score_gemma":0.00002652867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000163514,"about_ca_topic_score_gemma":0.0002334635,"domain_scores_codex":[0.9987937,0.00008466403,0.0002756252,0.0002720763,0.0002977037,0.0002762114],"domain_scores_gemma":[0.999064,0.0001633918,0.0001190198,0.0003883807,0.0001142512,0.0001509705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002972833,0.00001351646,0.8347172,0.00003372473,0.0001157773,0.00002183437,0.00007189108,0.1591069,0.001347332,0.00006351793,3.646915e-7,0.004478163],"study_design_scores_gemma":[0.001321958,0.00007298201,0.986474,0.000128499,0.0001533854,0.000006450739,0.0000885379,0.004478445,0.006365016,0.0001869035,0.0002599588,0.0004638995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9095141,0.00003524699,0.0897419,0.00003156364,0.0001462366,0.0001043266,0.00003485241,0.0002026669,0.0001891607],"genre_scores_gemma":[0.9981033,0.00002555328,0.00005431141,0.00002050981,0.00003889295,2.949547e-7,0.0000177101,0.00003007306,0.001709371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1546285,"threshold_uncertainty_score":0.8179704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04796025317775537,"score_gpt":0.2837873835839936,"score_spread":0.2358271304062382,"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."}}