{"id":"W4320909491","doi":"10.12968/s2754-7760(23)70083-2","title":"Next Generation","year":2022,"lang":"en","type":"article","venue":"Electric and Hybrid Rail Technology","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Engineering","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":[0.00009086745,0.00008005372,0.0001123869,0.0004672146,0.0003738471,0.00005133091,0.0001312546,0.00002367046,0.0003125001],"category_scores_gemma":[0.000007307999,0.00008587211,0.00002269897,0.0003913281,0.0000323052,0.0002384801,0.00008537848,0.0001506286,0.00005506051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002184332,"about_ca_system_score_gemma":0.00001187614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001519785,"about_ca_topic_score_gemma":0.00002466658,"domain_scores_codex":[0.9994409,0.000001758078,0.0001202646,0.0001722369,0.00004876016,0.0002160564],"domain_scores_gemma":[0.9998126,0.000003757728,0.00006260386,0.0001049511,0.00001179955,0.000004276483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004317425,0.000142942,0.04584418,0.00003820351,0.00007414248,0.00006101196,0.00005214065,0.0001188812,0.03872824,0.5395891,0.107201,0.268107],"study_design_scores_gemma":[0.0004646023,0.00003523206,0.002963922,9.664569e-7,0.00003063571,0.00006726305,0.0001085103,0.01101531,0.000967818,0.02041317,0.9636845,0.0002480645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896334,0.0009484856,0.0001313515,0.003614601,0.00019517,0.00008617375,0.000001185794,0.0002553448,0.005134273],"genre_scores_gemma":[0.9974725,0.00005422943,0.00002572869,0.001536897,0.0003924475,0.0000459913,0.00002225235,0.00001124677,0.0004387711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8564835,"threshold_uncertainty_score":0.3501763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01726482153333603,"score_gpt":0.1873894660007988,"score_spread":0.1701246444674628,"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."}}