{"id":"W7015885240","doi":"","title":"Validation of Streetlight Insight® 2021 Vehicle Volume Metrics in Maine","year":2022,"lang":"en","type":"article","venue":"DigitalCommons (California Polytechnic State University)","topic":"Traffic and Road Safety","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"License; Volume (thermodynamics); Traffic volume; Center (category theory); Vehicle miles of travel","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":[0.0001186033,0.0001702013,0.0002479921,0.001130515,0.0001008155,0.00001436988,0.0003705729,0.00005738832,0.0001845805],"category_scores_gemma":[0.00001409146,0.0002069197,0.0001060318,0.002672757,0.00005912042,0.0002146473,0.0002533387,0.0002884298,0.0000308095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004029301,"about_ca_system_score_gemma":0.00004740478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004881911,"about_ca_topic_score_gemma":0.00003671966,"domain_scores_codex":[0.9988972,0.00004760348,0.0002885827,0.00020296,0.0002601943,0.0003034349],"domain_scores_gemma":[0.9994406,0.00006368571,0.00007106765,0.0003086595,0.00003127652,0.00008473579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000245202,0.0008332666,0.06547835,0.0001414764,0.0002491097,0.0005447519,0.0006713454,0.8511379,0.003006248,0.01034162,0.005465303,0.06188543],"study_design_scores_gemma":[0.003592289,0.0003698401,0.01994357,0.00006240758,0.00009501816,0.00002396846,0.002032807,0.08624019,0.01072315,0.0005153044,0.8750946,0.001306877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9284794,0.0002558069,0.006367183,0.0001367886,0.0001980436,0.0003441109,0.002026403,0.000434716,0.06175753],"genre_scores_gemma":[0.9989797,0.00009394517,0.0001549612,0.000006797754,0.000008268733,0.000002242434,0.0001575736,0.00002614435,0.0005702929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8696293,"threshold_uncertainty_score":0.843794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009051674344975716,"score_gpt":0.1788248563617759,"score_spread":0.1697731820168002,"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."}}