{"id":"W4316464434","doi":"10.3390/su15021653","title":"Heterogeneity Aware Emission Macroscopic Fundamental Diagram (e-MFD)","year":2023,"lang":"en","type":"article","venue":"Sustainability","topic":"Traffic control and management","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Diagram; Standard deviation; Greenhouse gas; Stability (learning theory); Grid; Modal; Scale (ratio); Computer science; Function (biology); Mathematical optimization; Control theory (sociology); Control (management); Mathematics; Statistics; Physics","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":[0.0003166817,0.0004177365,0.0004595481,0.0006238481,0.0003046275,0.0007444794,0.0009368687,0.0007362819,0.002495169],"category_scores_gemma":[0.001218821,0.0002115973,0.0006632645,0.0005312985,0.0003216781,0.001268765,0.0006197628,0.0005347708,0.0002401759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008140552,"about_ca_system_score_gemma":0.0005999958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007106306,"about_ca_topic_score_gemma":0.005344308,"domain_scores_codex":[0.9998232,0.00003102557,0.000009131625,0.00004883452,0.00006521714,0.00002263561],"domain_scores_gemma":[0.9996141,0.0001677845,0.00005556954,0.00005183293,0.00009218162,0.0000184533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003205888,0.00003257727,0.003258667,0.00006188605,0.00001996901,0.00008443087,0.0000307688,0.9384176,0.003242203,0.0201427,0.001339943,0.03333713],"study_design_scores_gemma":[0.000002692536,0.000007442232,0.0004774332,0.000003658979,0.000004042191,0.00002752685,0.000004980536,0.9930628,0.0005720395,0.003933713,0.001897195,0.000006497932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03355953,0.0002148558,0.9574426,0.0001464857,0.0000865933,0.00004195068,0.000850896,0.0007400793,0.006916869],"genre_scores_gemma":[0.9026654,0.0003169483,0.09219564,0.0000639687,0.00004295778,0.0001242766,0.001072962,0.000131168,0.003386635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007106306,"threshold_uncertainty_score":0.01412988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007524628903095864,"score_gpt":0.2533895237501719,"score_spread":0.245864894847076,"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."}}