{"id":"W4391607876","doi":"10.1029/2023wr035291","title":"Advanced Analytical Model for Interpreting Oscillatory Pumping Tests With Wellbore Skin and Rate‐Dependent Skin Effects","year":2024,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Water Systems and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Wellbore; Skin effect; Geology; Skin conductance; Petroleum engineering; Geotechnical engineering; Mechanics; Engineering; Physics; Biomedical engineering","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":[0.0009335582,0.0001795022,0.0002050412,0.0003258736,0.0001432156,0.0004103181,0.00015062,0.00009821622,0.000005876476],"category_scores_gemma":[0.00003522315,0.0001170323,0.00004037519,0.0001790221,0.00007236449,0.0001889154,0.0001162668,0.0003172914,0.00001644747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001101718,"about_ca_system_score_gemma":0.00001224184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002335823,"about_ca_topic_score_gemma":0.00007437932,"domain_scores_codex":[0.9983838,0.00009562939,0.0002131981,0.0003906962,0.0003373307,0.000579335],"domain_scores_gemma":[0.9993521,0.0002226784,0.000007707588,0.0002033842,0.00008316854,0.0001309789],"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":[0.0001599355,0.00001687744,0.0003761513,0.003376487,0.0001479211,0.00007452293,0.01687207,0.9620242,0.008426801,0.0001279364,0.0007873811,0.007609698],"study_design_scores_gemma":[0.0003224552,0.0001001845,0.00006682496,0.0005802444,0.00001085215,0.0000104677,0.0001378231,0.9766541,0.01728312,0.00007360596,0.004583293,0.0001769924],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9563138,0.0006935076,0.04037652,0.000124662,0.0001060623,0.0007697909,0.000008192424,0.0002443691,0.00136311],"genre_scores_gemma":[0.9966676,0.00002367596,0.000631846,0.00000904755,0.000117438,0.0001509026,0.00001203692,0.00008150695,0.002305949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04035382,"threshold_uncertainty_score":0.4772438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0168585697826866,"score_gpt":0.2856430158381839,"score_spread":0.2687844460554972,"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."}}