{"id":"W1931693251","doi":"10.3968/j.aped.1925543820120302.306","title":"Possible Alternatives for Deep-Water Gas Charged Accumulators","year":2012,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydraulic accumulator; Accumulator (cryptography); Drilling fluid; Petroleum engineering; Subsea; Drilling; Wellhead; Fluid power; Engineering; Marine engineering; Mechanical engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001133258,0.000124921,0.000115943,0.0001477624,0.00004748797,0.00002082878,0.00005575151,0.00004347524,0.000006499428],"category_scores_gemma":[0.00001410013,0.0001021551,0.00001206342,0.00005144427,0.00001559176,0.0008415484,0.00001996135,0.00006548473,0.00001273204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000531043,"about_ca_system_score_gemma":0.000004165976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.029658e-7,"about_ca_topic_score_gemma":0.000006166676,"domain_scores_codex":[0.9993733,0.000004324219,0.0001729811,0.000102598,0.00007459065,0.0002722316],"domain_scores_gemma":[0.9998402,0.00002312608,0.00001316416,0.00006906178,0.00001254789,0.00004191489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005208889,0.0001310181,0.02680053,0.0004339598,0.00009304775,0.000002877424,0.01430476,0.4717028,0.004552628,0.00813633,0.0001480168,0.473642],"study_design_scores_gemma":[0.001496723,0.00007122008,0.002913133,0.0000951427,0.000007498789,0.000005569653,0.002388942,0.1199494,0.4687119,0.002691181,0.4007948,0.0008745548],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3495599,0.008008279,0.639444,0.0001380964,0.001132804,0.0002189495,0.000002380662,0.0007051929,0.0007904276],"genre_scores_gemma":[0.9793695,0.001439232,0.01885137,0.00001137353,0.00004886372,0.0001987552,0.00002227266,0.00001793939,0.00004074187],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6298096,"threshold_uncertainty_score":0.4165765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01875810078814565,"score_gpt":0.2514927919952521,"score_spread":0.2327346912071064,"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."}}