{"id":"W4404902934","doi":"10.1016/j.fuel.2024.133945","title":"Insights into predicting equilibrium conditions of clathrate hydrates of methane + water-soluble hydrate former","year":2024,"lang":"en","type":"article","venue":"Fuel","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Inro Consultants (Canada); University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Clathrate hydrate; Methane; Hydrate; Chemistry; Thermodynamics; Organic chemistry; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003715361,0.0003888217,0.0002440787,0.0004567574,0.000106211,0.0002657424,0.0002220345,0.0003016953,0.0004497429],"category_scores_gemma":[0.0008621369,0.0001632239,0.0003797529,0.0002603986,0.0001490576,0.0006179025,0.0001949966,0.0002779324,0.00008318332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002280214,"about_ca_system_score_gemma":0.0003254206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00285122,"about_ca_topic_score_gemma":0.003607526,"domain_scores_codex":[0.9999291,0.00001405297,0.000005610994,0.00001882706,0.00002347777,0.00000892249],"domain_scores_gemma":[0.9997811,0.0001126382,0.00003790382,0.00001500625,0.00004272021,0.00001073918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008237977,0.0002105786,0.112752,0.0006242463,0.000148751,0.0004849018,0.0002216399,0.4402273,0.3158709,0.003246848,0.001045366,0.1243437],"study_design_scores_gemma":[0.000006735671,0.00006605848,0.01438822,0.000005257205,0.00001789364,0.00002809867,0.00003784263,0.9558711,0.02881459,0.0005234073,0.0002302969,0.00001050619],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9306891,0.0003170965,0.06713538,0.00009896612,0.00001434479,0.00002777013,0.0004632748,0.0003974952,0.0008565674],"genre_scores_gemma":[0.9920675,0.0000885465,0.007492492,0.000006184906,0.000003544005,0.000006104437,0.0002195413,0.000006532419,0.0001095251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00285122,"threshold_uncertainty_score":0.005669296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01059136252068902,"score_gpt":0.2397800529625108,"score_spread":0.2291886904418218,"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."}}