{"id":"W4221136560","doi":"10.2118/208881-ms","title":"Consideration of Various Parameters and Scenarios in the Simulation of Hydrate Formation","year":2022,"lang":"en","type":"article","venue":"","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Subcooling; Hydrate; Clathrate hydrate; Thermodynamics; Subsea; Nucleation; Fraction (chemistry); Materials science; Chemistry; Heat transfer; Geology; Geotechnical engineering; Chromatography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006229895,0.0006924199,0.0005852152,0.0005425363,0.0005213015,0.0006673018,0.0007575903,0.001358833,0.002068987],"category_scores_gemma":[0.001822048,0.0003196811,0.0006567208,0.0003424955,0.0004830152,0.0007366822,0.0004589766,0.0008725384,0.0001225085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007744281,"about_ca_system_score_gemma":0.0006325054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0121746,"about_ca_topic_score_gemma":0.00824902,"domain_scores_codex":[0.9997328,0.00009486261,0.00001096421,0.00003881794,0.00003589919,0.0000867045],"domain_scores_gemma":[0.9987257,0.0009123976,0.0001083649,0.00005043986,0.0001241564,0.0000788908],"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":[0.00008776109,0.00006743587,0.004073465,0.00003805345,0.00001557789,0.000138195,0.00002516893,0.9915299,0.00260559,0.000439163,0.0001025417,0.0008771219],"study_design_scores_gemma":[0.00002175877,0.0001180956,0.001468739,0.000007461894,0.00001533001,0.00001520572,0.00007717325,0.9952307,0.002631408,0.0001798816,0.0002219691,0.00001218284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876348,0.0001544946,0.007651252,0.0001581757,0.00003056901,0.00006932674,0.0004746926,0.000107211,0.003719378],"genre_scores_gemma":[0.9977224,0.00004799663,0.001685589,0.00001288147,0.000002355224,0.00003526728,0.0001167055,0.000008081076,0.0003687324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0121746,"threshold_uncertainty_score":0.02420747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0155640537601642,"score_gpt":0.2249223662886242,"score_spread":0.20935831252846,"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."}}