{"id":"W2087245003","doi":"10.1021/acs.energyfuels.5b00145","title":"Profiling the Concentration of the Kinetic Inhibitor Polyvinylpyrrolidone throughout the Methane Hydrate Formation Process","year":2015,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Hydro-Québec; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Polyvinylpyrrolidone; Hydrate; Clathrate hydrate; Methane; Chemistry; Chemical engineering; Kinetic energy; Hydrocarbon; Inorganic chemistry; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005752491,0.0001388625,0.0001293854,0.000008948517,0.0001731855,0.00003136447,0.0004153701,0.00007043553,0.0001005186],"category_scores_gemma":[0.00005769984,0.00005832934,0.00006179998,0.0003983994,0.0002767894,0.0002575033,0.0001272268,0.0001613509,0.00003013167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006252748,"about_ca_system_score_gemma":0.00003472815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002754528,"about_ca_topic_score_gemma":0.00005650833,"domain_scores_codex":[0.9985406,0.0002503216,0.0003198114,0.0001719882,0.000477534,0.0002397506],"domain_scores_gemma":[0.9992111,0.000063855,0.0002742075,0.0003609742,0.00003049763,0.00005938802],"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":[0.0001627862,0.0001956901,0.003404043,0.00005180243,0.00009862825,0.000002269922,0.0196504,0.08294908,0.8730454,0.00985887,0.001161203,0.009419786],"study_design_scores_gemma":[0.0004788144,0.0000793553,0.0005624086,0.00002404649,0.00005150991,0.00001009248,0.001016591,0.005290153,0.9814782,0.006242324,0.004628715,0.0001378088],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806269,0.0006049496,0.0005947929,0.001756042,0.0004314185,0.0003298969,0.000003593905,0.00002246278,0.01562997],"genre_scores_gemma":[0.9984398,0.00005050951,0.00007507217,0.0004527189,0.0001223191,0.00004279567,0.000008358863,0.00001293188,0.0007954317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1084327,"threshold_uncertainty_score":0.2378601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01594535386209467,"score_gpt":0.2469274403729054,"score_spread":0.2309820865108107,"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."}}