{"id":"W7065741602","doi":"","title":"Evolution of truck weight limits and bridge live load models: evidence of impacts from Manitoba, Canada","year":2020,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Truck; Context (archaeology); Bridge (graph theory); Work (physics); Point (geometry)","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005343416,0.0002628383,0.0005193822,0.0001320493,0.00004312089,0.000007205155,0.0002890715,0.0002344666,0.000002614869],"category_scores_gemma":[0.00003836801,0.0003700345,0.00009432671,0.0001922859,0.00003954794,0.0002574745,0.000034287,0.0002659097,0.000002108976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006126698,"about_ca_system_score_gemma":0.0003758712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6083492,"about_ca_topic_score_gemma":0.9836709,"domain_scores_codex":[0.9989467,0.0000214742,0.0001843556,0.0002483063,0.0004071425,0.0001920738],"domain_scores_gemma":[0.9991043,0.000104482,0.0002058272,0.0002540395,0.000203147,0.0001282174],"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":[0.001734581,0.0001753541,0.05238133,0.02349152,0.002759448,0.0003330195,0.01471915,0.8408194,0.03615839,0.001826837,0.02044895,0.005152037],"study_design_scores_gemma":[0.0006036597,0.0001461532,0.4784307,0.002507522,0.0004514912,0.000002943138,0.01611185,0.4995773,0.001219051,0.0001640754,0.0001770466,0.0006081181],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901826,0.005232817,0.002940707,0.00003590087,0.0004236676,0.0001712587,0.0003021978,0.00006758945,0.0006432434],"genre_scores_gemma":[0.9968696,0.001960444,0.0009003007,0.00000164122,0.00004184731,2.46858e-7,0.0001345339,0.00003679688,0.00005456059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4260494,"threshold_uncertainty_score":0.9998752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01416597522536929,"score_gpt":0.173202640107007,"score_spread":0.1590366648816378,"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."}}