{"id":"W1983903038","doi":"10.1021/ie051204x","title":"Prediction of Gas Hydrate Formation Conditions in the Presence of Methanol, Glycerol, Ethylene Glycol, and Triethylene Glycol with the Statistical Associating Fluid Theory Equation of State","year":2006,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Chinese Academy of Sciences","keywords":"Triethylene glycol; Ethylene glycol; Equation of state; Clathrate hydrate; Methanol; Chemistry; Thermodynamics; Hydrate; Glycerol; Ethylene; Organic chemistry; Physics","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":[0.003518906,0.0001126438,0.0001887361,0.00004944215,0.00008893089,0.00002099427,0.0002215579,0.0001419582,0.00009122622],"category_scores_gemma":[0.0005912767,0.00007288939,0.00002450652,0.0006671408,0.000334312,0.0001644029,0.00008049162,0.0005723594,8.207935e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001056548,"about_ca_system_score_gemma":0.00004462479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004884542,"about_ca_topic_score_gemma":0.000009671016,"domain_scores_codex":[0.9979774,0.0003499743,0.0004543377,0.000172624,0.00077396,0.0002717284],"domain_scores_gemma":[0.9976457,0.001849895,0.0002002903,0.0002034656,0.00006252599,0.00003809175],"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":[0.0001709121,0.00006901808,0.001083039,0.00006976508,0.00002365888,0.000001822135,0.0007493852,0.103458,0.8936469,0.0001631865,0.0001314375,0.0004328585],"study_design_scores_gemma":[0.001519352,0.0002755547,0.004142707,0.0001475494,0.00003609705,0.000006535441,0.0006868702,0.05358358,0.9377724,0.001621654,0.00009853036,0.0001091603],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974698,0.00006347734,0.00103131,0.0001551573,0.00001989671,0.0004885669,0.0001321194,0.00000876411,0.0006308403],"genre_scores_gemma":[0.9996629,0.00002766104,0.00006787759,0.000001566722,0.00004367669,0.00005962018,0.00005126272,0.00001039866,0.00007505628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04987444,"threshold_uncertainty_score":0.2972343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04073561042741763,"score_gpt":0.2680482108752255,"score_spread":0.2273126004478078,"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."}}