{"id":"W3156569030","doi":"10.1007/s00231-021-03055-4","title":"Assessment of hydrate flow obstacles during the initial restarting period of deep-water gas wells","year":2021,"lang":"en","type":"article","venue":"Heat and Mass Transfer","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydrate; Clathrate hydrate; Petroleum engineering; Wellbore; Flow (mathematics); Spark plug; Plug flow; Geology; Mechanics; Environmental science; Materials science; Thermodynamics; 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":[0.0003354377,0.0001916353,0.0002672521,0.0005312465,0.0005500682,0.0006656963,0.0002675001,0.0003701367,0.0009078861],"category_scores_gemma":[0.0008159159,0.0001351433,0.000219323,0.000269267,0.0003007379,0.0004694873,0.0003070667,0.0003491397,0.00009974572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006511829,"about_ca_system_score_gemma":0.0004615676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01442945,"about_ca_topic_score_gemma":0.01987996,"domain_scores_codex":[0.9999058,0.000008597342,0.000003965826,0.00001945194,0.00002610751,0.00003612398],"domain_scores_gemma":[0.9995037,0.0002003661,0.00008155462,0.00001846746,0.0001058694,0.00008998813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007564193,0.0006287869,0.4904829,0.0002862423,0.00008913588,0.002264904,0.001673524,0.05666989,0.4008775,0.001185421,0.0005052758,0.03777222],"study_design_scores_gemma":[0.00002494043,0.0007697032,0.8668905,0.00002652766,0.00005833841,0.0001007638,0.001382974,0.06147311,0.06786577,0.0002030589,0.001157558,0.00004673634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987979,0.00004859296,0.0005025784,0.000009742867,0.000002621335,0.000008159458,0.00008841164,0.00001405205,0.0005279096],"genre_scores_gemma":[0.999626,0.00001622241,0.0001365675,0.000001442264,7.698952e-7,0.000003534008,0.00005554965,0.000002583376,0.0001572832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01442945,"threshold_uncertainty_score":0.02869093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016949361133114,"score_gpt":0.2310195902944665,"score_spread":0.2208500966831353,"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."}}