{"id":"W608805360","doi":"","title":"RESEARCH PAYS OFF: NIGHTTIME CONSTRUCTION: DEVELOPING A SPECIFICATION FOR ROAD WORK AT NIGHT","year":2005,"lang":"en","type":"article","venue":"TR news","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Transport engineering; Work (physics); Engineering; Geography","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":[0.0007005106,0.00006721645,0.00009365156,0.0001088493,0.0009760035,0.00007097827,0.0001282935,0.0001011058,0.0003389068],"category_scores_gemma":[0.0000807201,0.00006725455,0.00003820831,0.0005502081,0.0001527308,0.0002015854,0.000005531555,0.00009065393,0.0002097403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002699732,"about_ca_system_score_gemma":0.000174935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001171123,"about_ca_topic_score_gemma":0.002400677,"domain_scores_codex":[0.9988143,0.0001248677,0.0002267211,0.0002191053,0.00034232,0.0002726885],"domain_scores_gemma":[0.9993349,0.0001545228,0.00007309094,0.0001178559,0.00024178,0.00007783674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003925196,0.0001023989,0.03488942,0.00003328109,0.00004853377,0.00000321316,0.05317499,0.003646143,0.0001995165,0.2461756,0.1636528,0.4976816],"study_design_scores_gemma":[0.0003044491,0.00001157143,0.01165858,0.00002620306,0.000005784915,6.131732e-7,0.001966218,0.0001403553,0.0002061348,0.0005050017,0.985058,0.000117092],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5240533,0.001923064,0.1183859,0.1356264,0.002114322,0.003400769,0.00005333476,0.001050104,0.2133927],"genre_scores_gemma":[0.757606,0.0009703726,0.1895696,0.0003932265,0.002340792,0.0001904656,0.0002944052,0.00003812933,0.04859699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8214052,"threshold_uncertainty_score":0.7506729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010512648965495,"score_gpt":0.3761743754787889,"score_spread":0.2751231105822394,"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."}}