{"id":"W7154618263","doi":"10.66573/001c.140963","title":"Simulation Engine for Adaptive Telematics Data","year":2025,"lang":"en","type":"article","venue":"Variance","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Telematics; Software; Insurance policy; Information system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002287703,0.000753551,0.0005706221,0.0008126717,0.0003678293,0.001029008,0.002222162,0.001056464,0.01295575],"category_scores_gemma":[0.01024609,0.0005137784,0.001051992,0.0009749165,0.0003884657,0.001093914,0.00118963,0.001938419,0.002179691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009486873,"about_ca_system_score_gemma":0.001607938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01425106,"about_ca_topic_score_gemma":0.01460841,"domain_scores_codex":[0.9993261,0.0002447768,0.00006987599,0.0001503209,0.0001422463,0.00006660895],"domain_scores_gemma":[0.9965022,0.002460089,0.0001373842,0.000352739,0.0003862926,0.0001612289],"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":[0.0002995341,0.0001689942,0.008773414,0.0001275915,0.0001289601,0.0001320073,0.0001392558,0.9315764,0.0007460813,0.01746478,0.02378158,0.01666147],"study_design_scores_gemma":[0.00008248946,0.00001233508,0.0002837895,0.000007396482,0.000006640333,0.00001144061,0.00001729555,0.9884436,0.0004650939,0.005924869,0.004738575,0.000006495536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1526463,0.0004171252,0.7137541,0.002508938,0.0006054325,0.001025402,0.05278275,0.05598991,0.02027013],"genre_scores_gemma":[0.5850734,0.0003586795,0.3586605,0.0008419541,0.00008920646,0.001744207,0.04417391,0.003488641,0.005569615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01425106,"threshold_uncertainty_score":0.04334134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3372670507946086,"score_gpt":0.4699326733412473,"score_spread":0.1326656225466388,"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."}}