{"id":"W2024097261","doi":"10.2118/1112-0138-jpt","title":"Investigating Liquid Loading in Tight Horizontal Gas Wells","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Saturation (graph theory); Submarine pipeline; Multiphase flow; Oil shale; Petroleum engineering; Subsea; Directional drilling; Porosity; Permeability (electromagnetism); Drilling; Geotechnical engineering; Mechanics; Engineering; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007034356,0.0001353942,0.0003079119,0.000908731,0.00002310167,0.00001254422,0.0002220342,0.0002120074,0.00002627061],"category_scores_gemma":[0.0002450211,0.0001286342,0.00006866441,0.000425133,0.00003687921,0.0002715793,0.00003144574,0.0007014003,0.00001332946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001472197,"about_ca_system_score_gemma":0.0000163303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001738666,"about_ca_topic_score_gemma":0.000001237255,"domain_scores_codex":[0.998863,0.00003392878,0.0005140646,0.0000636541,0.0001552017,0.0003700906],"domain_scores_gemma":[0.9995142,0.00008305936,0.0001108106,0.0001435543,0.00003692435,0.000111456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001672806,0.00004554818,0.05074858,0.00008000652,0.00007019248,0.00003935058,0.00031636,0.6864458,0.2562093,0.001841566,0.0004250002,0.003761593],"study_design_scores_gemma":[0.004447998,0.001333598,0.00974572,0.0008028632,0.00008492802,0.001642812,0.00108957,0.3999362,0.5028965,0.002985103,0.07377279,0.001261817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776828,0.001873552,0.01850325,0.0002584084,0.0006240231,0.00002465874,5.15845e-7,0.0001467177,0.000886059],"genre_scores_gemma":[0.9681501,0.00008172816,0.0314307,0.000009699519,0.0002765077,0.0000021169,3.353832e-7,0.00002927089,0.00001956282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2865095,"threshold_uncertainty_score":0.5245551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169744497333306,"score_gpt":0.2527779975618267,"score_spread":0.2410805525884936,"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."}}