{"id":"W621587556","doi":"","title":"COMMUNICATIONS BASED TRAIN CONTROL MAJOR CONTRIBUTOR TO ENERGY EFFICIENCY","year":2011,"lang":"en","type":"article","venue":"CONGRESS - DUBAI 2011","topic":"Railway Systems and Energy Efficiency","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public transport; Control (management); Energy (signal processing); Efficient energy use; Transport engineering; Presentation (obstetrics); Power (physics); Energy conservation; Mass transportation; Computer science; Telecommunications; Engineering; Environmental economics; Electrical engineering; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005229097,0.0004779696,0.0003340021,0.0008801,0.0006652793,0.003068683,0.0006251641,0.0006969018,0.0277873],"category_scores_gemma":[0.00187433,0.0001874777,0.0002329918,0.00172013,0.0006161463,0.001265334,0.001087887,0.0008712922,0.005733211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001226179,"about_ca_system_score_gemma":0.001228274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00520936,"about_ca_topic_score_gemma":0.005156768,"domain_scores_codex":[0.9992698,0.000120328,0.00002515926,0.0001113425,0.0003307289,0.0001427143],"domain_scores_gemma":[0.998613,0.0003508158,0.000132954,0.0001826722,0.0006405305,0.00007992956],"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":[0.0001945435,0.0003644714,0.01319726,0.0006021786,0.0001299485,0.0003224831,0.0005841231,0.04239454,0.01627508,0.1473291,0.04061678,0.7379894],"study_design_scores_gemma":[0.00004611146,0.0003505803,0.03558168,0.0004616849,0.0001493125,0.0007550807,0.001902687,0.05052679,0.02863891,0.05821566,0.823289,0.0000824756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1052815,0.008214605,0.1629728,0.01178447,0.001205591,0.0001955068,0.0007325308,0.001798803,0.7078142],"genre_scores_gemma":[0.8074026,0.004165235,0.01203312,0.0007444764,0.0006570354,0.00007510187,0.0002695934,0.0003318065,0.1743211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0277873,"threshold_uncertainty_score":0.09295779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01889720615301461,"score_gpt":0.207423398476942,"score_spread":0.1885261923239274,"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."}}