{"id":"W4313244875","doi":"10.3390/su15010327","title":"Safety Impact Assessment of Optimal RWIS Networks—An Empirical Examination","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Variance (accounting); Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005151867,0.0006510017,0.0004739481,0.001575177,0.0003899243,0.0009951992,0.001153204,0.0007257308,0.001759303],"category_scores_gemma":[0.02211243,0.0003311991,0.0004273389,0.001286037,0.001041239,0.002752025,0.0009055466,0.0008205398,0.0001637756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002484474,"about_ca_system_score_gemma":0.0009920927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007171739,"about_ca_topic_score_gemma":0.01036689,"domain_scores_codex":[0.9977877,0.001181722,0.00009242541,0.0002989869,0.0004177336,0.0002213963],"domain_scores_gemma":[0.9737621,0.0201981,0.002642632,0.001156937,0.001902834,0.0003374896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002630946,0.000616561,0.06697623,0.000165796,0.0001228305,0.0001664003,0.0001728079,0.8993006,0.00157673,0.005641987,0.0006586476,0.0243384],"study_design_scores_gemma":[0.00005494855,0.002132233,0.04770632,0.00008055183,0.000147552,0.00015696,0.001476153,0.9356662,0.004852024,0.005650411,0.002029062,0.00004749858],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986595,0.0001710487,0.009344928,0.0001078537,0.000006115525,0.0001205973,0.0002605188,0.00002882134,0.00336515],"genre_scores_gemma":[0.9956447,0.0001054609,0.003779745,0.000008715872,0.000003830347,0.00005147564,0.0001424212,0.000007100938,0.0002566742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007171739,"threshold_uncertainty_score":0.027246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007965754796706909,"score_gpt":0.3057089375468329,"score_spread":0.297743182750126,"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."}}