{"id":"W2352948965","doi":"","title":"THE SAFETY TECHNOLOGY OF ON-LINE DISSOLVED GAS ANALYSIS ON OIL FILLED POWER TRANSFORMERS","year":2001,"lang":"en","type":"article","venue":"Applied Mechanics and Materials","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dissolved gas analysis; Process engineering; Gas chromatography; Extractor; Spectrum analyzer; Fault (geology); Engineering; Petroleum engineering; Transformer; Electrical engineering; Chromatography; Chemistry; Transformer oil; Geology","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":[0.0005151221,0.0001346618,0.0003121506,0.00007392291,0.0001824848,0.00002594349,0.0001539151,0.00008521593,0.0002843397],"category_scores_gemma":[0.00001122585,0.00008523431,0.00006959183,0.0004043538,0.00005184984,0.00001663744,0.00005049356,0.00005154815,0.00003103717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002647711,"about_ca_system_score_gemma":0.000002411962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008445873,"about_ca_topic_score_gemma":0.00001334761,"domain_scores_codex":[0.998996,0.00002860101,0.0003082584,0.00025117,0.0001949489,0.0002210398],"domain_scores_gemma":[0.9995307,0.00005185947,0.0001041378,0.000258659,0.000005801267,0.00004881594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006000634,0.0001633893,0.00003867164,0.00001136387,0.000513169,0.000003406617,0.0002594663,0.0004780244,0.8618578,0.1108063,0.00005224132,0.02521615],"study_design_scores_gemma":[0.0008319003,0.0003090426,0.0001576901,0.00001827765,0.0005278428,0.000001479811,0.0006897248,0.0001833972,0.9668475,0.02012672,0.009977222,0.0003292215],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929777,0.000009474951,0.00383567,0.00100633,0.0001092988,0.00008432303,0.00003425348,0.00003315978,0.001909749],"genre_scores_gemma":[0.9988307,0.0005097877,0.0002326327,0.00004471894,0.00001589382,0.00002019858,0.00001290666,0.000009361105,0.0003237672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1049897,"threshold_uncertainty_score":0.3475754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0102558326431243,"score_gpt":0.2314505366105871,"score_spread":0.2211947039674628,"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."}}