{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002030471,0.00006931035,0.0001396914,0.000145453,0.000116227,0.0001112736,0.0006256512,0.00004744807,0.00002763801],"category_scores_gemma":[0.005045805,0.00005545621,0.00003484504,0.0006891437,0.00002092217,0.0002976386,0.00008602553,0.00004733013,0.00003382315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009444837,"about_ca_system_score_gemma":0.00005194755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000639024,"about_ca_topic_score_gemma":0.00001259234,"domain_scores_codex":[0.9987362,0.00004707584,0.0003982711,0.0003557744,0.0003401146,0.0001225632],"domain_scores_gemma":[0.9955259,0.003138852,0.0001281755,0.0008508445,0.0003318297,0.00002439346],"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":[0.00005086955,0.00004125018,0.000253981,0.00001248831,0.00002402844,3.637826e-7,0.0001554115,0.80532,0.00003803077,0.05500101,0.006732529,0.1323701],"study_design_scores_gemma":[0.000194701,0.00001466868,0.0005668578,0.00001965012,0.00001387643,8.133702e-8,0.0001199428,0.8514015,0.000009148795,0.1294155,0.01819422,0.00004986655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002099162,0.0001090981,0.9941852,0.0007674792,0.0003969417,0.0002173994,0.00008527438,0.00004084585,0.002098581],"genre_scores_gemma":[0.9126766,0.000007468104,0.0851308,0.0002425485,0.00004721365,0.00001381474,0.00003748763,0.000004477876,0.00183956],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9105775,"threshold_uncertainty_score":0.6040664,"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."}}