{"id":"W2130917899","doi":"10.1049/ic:20080312","title":"Developments in track circuit condition monitoring","year":2008,"lang":"en","type":"article","venue":"","topic":"Railway Systems and Energy Efficiency","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bombardier (Canada)","funders":"","keywords":"Track circuit; Track (disk drive); Condition monitoring; Computer science; Electronic circuit; Electrical engineering; Electronic engineering; Reliability engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004016692,0.00006060443,0.00007121162,0.00006624621,0.00002930813,0.000005756219,0.00004606013,0.00003671055,0.00002615504],"category_scores_gemma":[0.000002976803,0.00006024987,0.00001254216,0.0001236258,0.000006564525,0.00008953767,0.000003429526,0.0000467729,0.00008021213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005716165,"about_ca_system_score_gemma":0.000007907604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004563991,"about_ca_topic_score_gemma":0.000009272981,"domain_scores_codex":[0.9995664,0.000003716953,0.0001365186,0.00007147222,0.00008021291,0.0001417133],"domain_scores_gemma":[0.9998925,0.000006799793,0.000005971318,0.00005831947,0.000007385265,0.00002907774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000003617908,0.0001325617,0.4038433,0.0001607928,0.00005522581,0.0002825709,0.006933372,0.4910282,0.05838318,0.005121293,0.002250188,0.03180577],"study_design_scores_gemma":[0.0005976074,0.00001480199,0.9456385,0.00008244657,0.000001593241,0.00006902991,0.0002603722,0.005914026,0.03665881,0.00005215639,0.01030233,0.000408339],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8975722,0.00007377125,0.0007737391,0.000001278604,0.000392605,0.00003040484,2.604443e-7,0.0001530329,0.1010028],"genre_scores_gemma":[0.9989225,0.0000372735,0.0002114811,0.000003000597,0.00005215141,0.00001085025,0.000001637261,0.00001032134,0.0007507334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5417952,"threshold_uncertainty_score":0.2456918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02440421566463978,"score_gpt":0.2082512423030952,"score_spread":0.1838470266384554,"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."}}