{"id":"W242704115","doi":"10.1520/gtj103092","title":"Improved Curve Fitting Methods for Underdamped Slug Tests","year":2012,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Geotechnical engineering; Geology; Slug","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00207004,0.0001958775,0.0002714494,0.00006001055,0.0003005087,0.00008449853,0.0002552645,0.0001413032,0.00001454335],"category_scores_gemma":[0.004182931,0.0001747273,0.0001590855,0.0003606422,0.00005435769,0.0001719378,0.00006323672,0.0007250918,0.00001050379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006830992,"about_ca_system_score_gemma":0.00002314555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002632754,"about_ca_topic_score_gemma":1.203152e-7,"domain_scores_codex":[0.9985001,0.00009605942,0.0004574685,0.0001531539,0.0001032909,0.0006899426],"domain_scores_gemma":[0.9962628,0.002925157,0.0001191257,0.0002340038,0.0001291128,0.0003297509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003951069,0.00008664728,0.0002309877,0.00005582243,0.00004066096,5.18231e-7,0.00004074785,0.002698158,0.3439035,0.001560865,0.0003524533,0.6510257],"study_design_scores_gemma":[0.001392024,0.0003229703,0.02163578,0.0002583737,0.0002289041,0.0005936181,0.00009686559,0.8216158,0.01815993,0.09845117,0.03592002,0.001324556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02102645,0.0003245584,0.9767519,0.0001935724,0.0003525144,0.0002639826,0.000004286033,0.0005421205,0.0005406155],"genre_scores_gemma":[0.327362,0.000005158144,0.6716192,0.00004770863,0.0008409969,0.00006051104,0.000001346001,0.00004065204,0.00002240746],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8189176,"threshold_uncertainty_score":0.7125174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07786303460103461,"score_gpt":0.3836431740539564,"score_spread":0.3057801394529218,"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."}}