{"id":"W2290837137","doi":"","title":"127. Low Voltage Switchgear Design","year":2007,"lang":"en","type":"article","venue":"Tunnelling and Underground Space Technology","topic":"Railway Systems and Energy Efficiency","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kyoto Protocol; Climate change; Conference of the parties; Action plan; Context (archaeology); Greenhouse gas; China; Commission; Engineering; Negotiation; Political science; International trade; Business; Law; Geography; Economics; Management","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":[0.0004544738,0.0002240739,0.0002518827,0.0003697915,0.0001554181,0.00004489724,0.000171386,0.0003473397,0.00001326304],"category_scores_gemma":[0.00002348471,0.000218009,0.0000369655,0.0004804139,0.0001202625,0.00008074477,0.00002962459,0.0002972682,0.00004618659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006155042,"about_ca_system_score_gemma":0.00001260586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005339807,"about_ca_topic_score_gemma":0.00006430009,"domain_scores_codex":[0.9987859,0.000008762022,0.0002531887,0.0002740474,0.0001167941,0.0005612756],"domain_scores_gemma":[0.9994401,0.0001025926,0.00003712444,0.0002936309,0.00002923572,0.00009725354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000685891,0.0001995194,0.002401896,0.000464908,0.0002901011,0.0004373057,0.001444514,0.3451698,0.2381951,0.3500018,0.003275711,0.05805068],"study_design_scores_gemma":[0.003134349,0.001026756,0.0010048,0.0005913735,0.0001344209,0.00099553,0.009657876,0.641661,0.1093192,0.1259065,0.1029447,0.003623435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2531877,0.001941205,0.7403767,0.0001385924,0.0003579548,0.00008950888,4.346089e-7,0.001158279,0.002749609],"genre_scores_gemma":[0.9949971,0.0004146883,0.00350641,0.00002018855,0.0001132507,0.000006468867,0.00000113351,0.00004938093,0.0008913738],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7418094,"threshold_uncertainty_score":0.8890151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008544636211487886,"score_gpt":0.1972300512059849,"score_spread":0.1886854149944971,"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."}}