{"id":"W745467051","doi":"","title":"The Long and the Short of Distributed Power","year":2011,"lang":"en","type":"article","venue":"Railway age","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Train; Payload (computing); Freight trains; Engineering; Automotive engineering; Productivity; Transport engineering; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001950374,0.00009353723,0.0001148594,0.00001529566,0.00005745875,0.00001778221,0.0001483389,0.00004200137,0.000009955216],"category_scores_gemma":[0.00003290267,0.00005188752,0.00004425912,0.00008414182,0.0001380095,0.00003352796,0.00002694793,0.0001175175,0.000003922326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009198838,"about_ca_system_score_gemma":0.000003056946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009187088,"about_ca_topic_score_gemma":0.00001344552,"domain_scores_codex":[0.999565,0.00001217963,0.0001237301,0.00006605196,0.00007803599,0.0001549886],"domain_scores_gemma":[0.9995909,0.0001049351,0.00001075232,0.0002455466,0.00001417673,0.00003368373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001063077,0.0003934047,0.03131038,0.001090514,0.003300914,0.0005192815,0.04014851,0.1810318,0.007777502,0.5693348,0.02137695,0.1426529],"study_design_scores_gemma":[0.003311431,0.0001525553,0.5055966,0.0001664801,0.0002204743,0.0001075305,0.001057888,0.4407879,0.007827376,0.004459576,0.03501832,0.001293923],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9156564,0.002116247,0.05577625,0.00005997846,0.0005995807,0.0002567736,0.00005327911,0.000328013,0.02515348],"genre_scores_gemma":[0.9994795,0.000166645,0.0001470072,0.000004636418,0.00001668726,0.000008446736,0.000005463167,0.00001768799,0.0001539006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5648752,"threshold_uncertainty_score":0.2115912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007620743898893306,"score_gpt":0.1800625721248058,"score_spread":0.1724418282259125,"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."}}