{"id":"W2374588349","doi":"","title":"URGENCY OF ESTABLISHING NATURAL GAS QUALITY STANDARDS IN CHINA","year":2005,"lang":"en","type":"article","venue":"Tianranqi gongye","topic":"Oil, Gas, and Environmental Issues","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Natural gas; Natural gas field; Interchangeability; Natural gas industry; Pipeline transport; Quality (philosophy); Renewable natural gas; Engineering; Plan (archaeology); Fuel gas; Pipeline (software); China; Technical standard; Petroleum engineering; Waste management; Computer science; Mechanical engineering; Chemistry; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005682935,0.0001808809,0.000327083,0.00009317414,0.00005209391,0.00002849144,0.0002343804,0.00009662892,0.00164335],"category_scores_gemma":[0.000120236,0.0001720364,0.0001044575,0.0001720641,0.00009818043,0.0004306879,0.00006893522,0.0002353586,0.00007024688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001953037,"about_ca_system_score_gemma":0.00002537099,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00936804,"about_ca_topic_score_gemma":0.00770764,"domain_scores_codex":[0.9983683,0.0001079463,0.0004689795,0.0002675331,0.0004415412,0.0003457576],"domain_scores_gemma":[0.9994034,0.00005165777,0.0001100486,0.0003325304,0.00001891047,0.00008343501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008369012,0.001427289,0.1179285,0.0004836934,0.000180719,0.00008545224,0.02504992,0.0116458,0.05447058,0.02240177,0.005102603,0.7603868],"study_design_scores_gemma":[0.003088064,0.0001651049,0.7207232,0.000193132,0.0000466289,0.00001235597,0.001827666,0.001336415,0.06283493,0.003226745,0.2055174,0.001028421],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488249,0.001912398,0.00001692094,0.0004142427,0.0002569105,0.000084214,0.00003478152,0.0000567526,0.04839891],"genre_scores_gemma":[0.9964888,0.0001921945,0.0006475081,0.00008977445,0.0002078179,0.00000555282,0.00002475148,0.00002640511,0.002317175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7593583,"threshold_uncertainty_score":0.9992693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009356584770230153,"score_gpt":0.2737866891534267,"score_spread":0.2644301043831965,"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."}}