{"id":"W56722454","doi":"","title":"Aurora SPR-3(042), Phase 1: Review of Seasonal Weight Restriction Models for Comparison and Demonstration Project","year":2015,"lang":"en","type":"article","venue":"Transportation Research Board 94th Annual MeetingTransportation Research Board","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Truck; Environmental science; Computer science; Transport engineering; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008377356,0.0003649677,0.0006506601,0.0006304671,0.0005530932,0.000101476,0.0004254215,0.0002775586,0.0001637025],"category_scores_gemma":[0.0006745575,0.0003702895,0.0001712686,0.001983594,0.001146956,0.001586112,0.00002469652,0.0007155483,0.00003604913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003384615,"about_ca_system_score_gemma":0.0005687185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008858982,"about_ca_topic_score_gemma":0.006123716,"domain_scores_codex":[0.9913811,0.001096957,0.00155274,0.001038037,0.003858316,0.001072854],"domain_scores_gemma":[0.9959558,0.000581937,0.0004321133,0.0004514572,0.001975366,0.0006032744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01488222,0.003220807,0.6662765,0.01699408,0.0003681952,0.00009839878,0.01876715,0.006825534,0.03272822,0.02008536,0.1745116,0.04524199],"study_design_scores_gemma":[0.03090533,0.01454099,0.6537576,0.01093532,0.0008147034,0.00001662076,0.03320598,0.04578365,0.03924639,0.03204892,0.1350549,0.003689576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854585,0.001078277,0.005787292,0.001078991,0.0002862504,0.004543598,0.0007660919,0.0001370563,0.0008639477],"genre_scores_gemma":[0.9807536,0.003464974,0.01307107,0.00006223492,0.0001745061,0.001025023,0.00123246,0.00007943918,0.0001367034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04155242,"threshold_uncertainty_score":0.9998749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1116304054816671,"score_gpt":0.4089430060568033,"score_spread":0.2973126005751363,"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."}}