{"id":"W2334167616","doi":"10.1021/ie301931m","title":"Evaluating Surfactants and Their Effect on Methane Mole Fraction during Hydrate Growth","year":2012,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Pulmonary surfactant; Hydrate; Solubility; Methane; Clathrate hydrate; Mole fraction; Chemistry; Sodium dodecyl sulfate; Fraction (chemistry); Inorganic chemistry; Chemical engineering; Chromatography; Organic chemistry; Physical chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000729261,0.0004629843,0.0003950404,0.0003218333,0.0001986577,0.0004027606,0.0002449359,0.0003066571,0.0003621208],"category_scores_gemma":[0.001606764,0.0002143087,0.0002621556,0.0003786424,0.0002697053,0.0004656594,0.0002812915,0.0003680038,0.0001462062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003843568,"about_ca_system_score_gemma":0.0003720423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002199441,"about_ca_topic_score_gemma":0.003931899,"domain_scores_codex":[0.9994249,0.0001580937,0.00006247932,0.00008018252,0.0001996724,0.00007472464],"domain_scores_gemma":[0.9988664,0.0005800583,0.0002043079,0.00004976955,0.0002410338,0.00005846361],"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":[0.0001181503,0.00002080391,0.0008570555,0.00008062813,0.000008641466,0.00003668067,0.000048796,0.0001956466,0.9966402,0.00001943512,0.00001145223,0.001962531],"study_design_scores_gemma":[0.000001624444,0.0001405193,0.00111511,0.00000324814,0.000007954349,0.00001354366,0.00002325113,0.0005106988,0.9979747,0.000005042898,0.000201523,0.000002733226],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951059,0.001778757,0.002190018,0.00004608847,0.00001225791,0.00003912119,0.0001459176,0.00004662259,0.0006353474],"genre_scores_gemma":[0.9897969,0.002838983,0.006176627,0.00002942505,0.0000081298,0.00004569471,0.0002288093,0.00003948356,0.0008358156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002199441,"threshold_uncertainty_score":0.004373312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07910111461417663,"score_gpt":0.340002579298482,"score_spread":0.2609014646843054,"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."}}