{"id":"W4309760577","doi":"10.1061/jtepbs.teeng-6674","title":"Traffic Density Estimation Methods for Uninterrupted Roadway Facilities: Review and Guidelines","year":2022,"lang":"en","type":"article","venue":"Journal of Transportation Engineering Part A Systems","topic":"Traffic and Road Safety","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"SWOT analysis; Computer science; Estimation; Homogeneous; Density estimation; Occupancy; Data mining; Operations research; Statistics; Engineering; Mathematics; Civil engineering; Systems engineering","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":[0.007834507,0.001635404,0.001750977,0.01108869,0.0006067042,0.001767382,0.004147581,0.001691261,0.002900403],"category_scores_gemma":[0.01553942,0.0009426716,0.001805549,0.007299795,0.001270621,0.003646039,0.001115467,0.001544752,0.001688984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001993422,"about_ca_system_score_gemma":0.00509999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01652312,"about_ca_topic_score_gemma":0.01369956,"domain_scores_codex":[0.9961457,0.0008416947,0.0008433301,0.0004233317,0.001645347,0.0001004477],"domain_scores_gemma":[0.9824752,0.008384158,0.001366197,0.0004386429,0.007148494,0.0001872684],"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":[0.00004393867,0.0001243248,0.001604627,0.02683288,0.0001111407,0.0001243492,0.0002980061,0.003801278,0.0009701759,0.009734062,0.0300039,0.9263512],"study_design_scores_gemma":[0.00002060116,0.0001779412,0.006218923,0.04066342,0.0006369865,0.0008664495,0.0006527951,0.006927,0.003189979,0.007590313,0.9328654,0.0001903404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001294901,0.9640559,0.02616721,0.002062459,0.0009530408,0.0002347031,0.0004813769,0.0001494663,0.004600922],"genre_scores_gemma":[0.01134914,0.9549537,0.02988118,0.0004378636,0.0005292365,0.0003151874,0.0007070947,0.00004600126,0.001780642],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01652312,"threshold_uncertainty_score":0.04143333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0313888450256984,"score_gpt":0.3021829014938702,"score_spread":0.2707940564681718,"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."}}