{"id":"W2121759565","doi":"10.1109/elinsl.1994.401452","title":"Comparison between headspace and vacuum gas extraction techniques for the gas chromatographic determination of dissolved gases from transformer insulating oils","year":2002,"lang":"en","type":"article","venue":"","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Dissolved gas analysis; Transformer oil; Analytical Chemistry (journal); Relative standard deviation; Gas chromatography; Transformer; Chromatography; Analyte; Chemistry; Materials science; Detection limit; Electrical 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":[0.0001115111,0.0001519106,0.0002188895,0.0001033528,0.0001049958,0.00003952434,0.00006564239,0.00009337212,0.00003550383],"category_scores_gemma":[0.00001999588,0.0001216976,0.00007157342,0.000142874,0.0000399166,0.000291701,0.00000291925,0.00009752242,7.34238e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001854223,"about_ca_system_score_gemma":0.000002415256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009223659,"about_ca_topic_score_gemma":0.00007256906,"domain_scores_codex":[0.9991882,0.00001235585,0.0003618255,0.0001340754,0.0001286598,0.0001748432],"domain_scores_gemma":[0.9991472,0.0005871647,0.00005904647,0.0001175208,0.00004557527,0.00004347184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002378391,0.0001643566,0.06467182,0.0003397396,0.0001655552,5.132433e-7,0.002484857,0.0002952941,0.3228098,0.0005513688,0.0002874639,0.6082055],"study_design_scores_gemma":[0.0004979819,0.0001589221,0.07149216,0.0001297363,0.0001754539,0.000001559794,0.0002040281,0.423617,0.5016764,0.0007269085,0.001063598,0.0002561963],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5535765,0.0005886951,0.4445814,0.0001479016,0.00005506143,0.0003835663,0.00004775155,0.0001359244,0.0004831306],"genre_scores_gemma":[0.9901081,0.001012943,0.00866573,0.000009303584,0.00006115939,0.0000641255,0.00004901155,0.00002619687,0.000003380234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6079493,"threshold_uncertainty_score":0.4962684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02850370676784469,"score_gpt":0.279350155094037,"score_spread":0.2508464483261923,"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."}}