{"id":"W4200598636","doi":"10.1016/j.molliq.2021.118374","title":"Deterministic tools to estimate induction time for methane hydrate formation in the presence of Luvicap 55 W solutions","year":2021,"lang":"en","type":"article","venue":"Journal of Molecular Liquids","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Community Sector Council Newfoundland and Labrador; Memorial University of Newfoundland","funders":"","keywords":"Flow assurance; Clathrate hydrate; Hydrate; Subcooling; Methane; Mass fraction; Adaptive neuro fuzzy inference system; Computer science; Petroleum engineering; Chemistry; Thermodynamics; Fuzzy logic; Geology; Fuzzy control system; Artificial intelligence; Organic 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009550471,0.0000840275,0.000174603,0.00006372178,0.00004974021,0.00002771862,0.0002135909,0.00005959749,0.0001189929],"category_scores_gemma":[0.0003968871,0.00005956293,0.00009758042,0.0003536169,0.00004461951,0.0002528174,0.00006790937,0.0001518723,0.00002737461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005997647,"about_ca_system_score_gemma":0.00003009867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005874655,"about_ca_topic_score_gemma":0.000004861921,"domain_scores_codex":[0.9987478,0.0002004496,0.0004650197,0.000101662,0.0003019302,0.0001831867],"domain_scores_gemma":[0.9993489,0.0001264709,0.0002407786,0.0001635642,0.00005496893,0.00006530332],"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":[0.00006613917,0.00008453845,0.00001237966,0.00001955456,0.00001744488,0.00004937947,0.0008003972,0.05598369,0.9396834,0.000152924,0.000257078,0.002873045],"study_design_scores_gemma":[0.001630015,0.001542907,0.002379643,0.0003208507,0.0002539515,0.001105764,0.000509188,0.04211235,0.9367607,0.008526738,0.004479835,0.0003780366],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613432,0.0001627374,0.03595278,0.001251571,0.0001200284,0.0002451371,0.00000499091,0.000002840032,0.0009167795],"genre_scores_gemma":[0.9915497,0.0000213925,0.008087216,0.0001773427,0.00002559418,0.00001255523,0.00000485027,0.000008028025,0.0001133443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03020654,"threshold_uncertainty_score":0.2428906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02188389236842159,"score_gpt":0.2827021506021871,"score_spread":0.2608182582337655,"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."}}