{"id":"W2336680407","doi":"10.14288/1.0074567","title":"The effect of freight trains on noise pollution in the British Columbia Lower Mainland","year":2015,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Noise Effects and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Train; Noise pollution; Noise (video); Mainland; Environmental science; Pollution; Mainland China; Geography; Meteorology; Computer science; Noise reduction; Cartography; Archaeology; Artificial intelligence","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":[0.00215964,0.00005372008,0.0003251967,0.0000277565,0.001240564,0.0001658218,0.0004929109,0.0001496145,0.00009671772],"category_scores_gemma":[0.0001816865,0.0001257491,0.0001260281,0.0003443567,0.0002800269,0.0001467982,0.000149232,0.0003789435,0.00003419498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001721148,"about_ca_system_score_gemma":0.000118753,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5702769,"about_ca_topic_score_gemma":0.9443075,"domain_scores_codex":[0.9975269,0.001093948,0.0002293904,0.0002942008,0.0004404539,0.0004150963],"domain_scores_gemma":[0.9986221,0.0005150451,0.0002167178,0.0004118565,0.0001182319,0.0001160323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001938714,0.0003149492,0.1129932,0.0004134011,0.00008857767,0.0004776269,0.001547887,0.0000245182,0.0000479999,0.00001927353,0.5222027,0.3616759],"study_design_scores_gemma":[0.003478312,0.0007250353,0.9762386,0.0005726942,0.00005222829,0.000008709233,0.003762096,0.00004840765,1.617079e-7,0.0003211407,0.01466363,0.000128952],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825445,0.0001473914,0.00004667199,0.0004972288,0.0005243779,0.001575466,0.0001334594,0.00003161381,0.01449928],"genre_scores_gemma":[0.9942009,0.0001063197,0.00002203374,0.0002667663,0.00007233358,0.000009115113,0.00001464112,0.00001498514,0.005292872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8632454,"threshold_uncertainty_score":0.9541541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472742365652718,"score_gpt":0.2440826396090619,"score_spread":0.2293552159525347,"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."}}