{"id":"W4285812189","doi":"10.3397/nc-2022-812","title":"Design-build case study project neon NDOT","year":2022,"lang":"en","type":"article","venue":"NOISE-CON proceedings","topic":"Noise Effects and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Miller Group (Canada)","funders":"","keywords":"Las vegas; Environmental impact statement; Downtown; Noise (video); Transport engineering; Design–build; Atlanta; Process (computing); Civil engineering; Engineering; Architectural engineering; Environmental planning; Computer science; Environmental impact assessment; Environmental science; Geography; Archaeology; Metropolitan area; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002763086,0.0003229335,0.0004105056,0.0003467635,0.002812369,0.00005034073,0.0003938134,0.00008491381,0.001089847],"category_scores_gemma":[0.0001395297,0.0002935686,0.00008207151,0.0007023007,0.00003355481,0.0002544811,0.0009068203,0.001094894,0.0001701597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00042199,"about_ca_system_score_gemma":0.0002508956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00209294,"about_ca_topic_score_gemma":0.00005326891,"domain_scores_codex":[0.9969776,0.0003244055,0.0006040779,0.0007129926,0.0005418602,0.0008391001],"domain_scores_gemma":[0.9987723,0.0002547821,0.0003486253,0.0002737396,0.0001979874,0.0001525947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00129796,0.00279847,0.08443518,0.001557177,0.0003942391,0.004044139,0.1570788,0.00008058242,0.009072609,0.005139525,0.7209104,0.01319086],"study_design_scores_gemma":[0.01074753,0.006651445,0.003172545,0.000171596,0.0005200002,0.0006492113,0.5258067,0.001754613,0.0003721019,0.0007388155,0.447938,0.001477365],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9678609,0.0000666134,0.0001340095,0.0007559368,0.001048771,0.009800408,0.000009644777,0.0005169039,0.01980681],"genre_scores_gemma":[0.9762935,0.000005958835,0.0005214904,0.001880823,0.0003585078,0.006273291,0.000005084009,0.00008959174,0.01457176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3687279,"threshold_uncertainty_score":0.9999517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08652489494922336,"score_gpt":0.4056699050266487,"score_spread":0.3191450100774254,"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."}}