{"id":"W4294315225","doi":"10.1111/gwat.13238","title":"In‐Well Degassing of Monitoring Wells Completed in Gas‐Charged Aquifers","year":2022,"lang":"en","type":"article","venue":"Ground Water","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund; Alberta Environment and Parks","keywords":"Aquifer; Groundwater; TRACER; Mixing (physics); Environmental chemistry; Water well; Chemistry; Environmental science; Hydrology (agriculture); Geology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002997751,0.00009628338,0.0001562799,0.00008824369,0.0001342513,0.00001677122,0.0001557666,0.00001780079,0.001576732],"category_scores_gemma":[0.000002229522,0.00008081722,0.0000322395,0.0001816137,0.0000665597,0.0002108692,0.0003426999,0.0001278084,0.0001273532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002747613,"about_ca_system_score_gemma":0.000002285397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001712691,"about_ca_topic_score_gemma":0.0001125499,"domain_scores_codex":[0.9988981,0.00009378171,0.0002500169,0.000204716,0.0002687568,0.0002846354],"domain_scores_gemma":[0.9997974,0.00002101524,0.00003411311,0.0001193973,0.000003744093,0.00002430571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004141051,0.0001470192,0.8944837,0.00001166328,0.00000971795,0.00003972555,0.008071871,0.001301858,0.09294742,0.00002861807,0.0002650852,0.002651932],"study_design_scores_gemma":[0.001783632,0.0001200699,0.8974951,0.00001979005,0.00001123782,0.00001201038,0.005001065,0.0008517514,0.04165824,0.0005495357,0.05211178,0.000385821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977826,0.00002132104,0.0001374268,0.0003354005,0.0002797067,0.0001167246,0.000001973806,0.00001014511,0.001314687],"genre_scores_gemma":[0.997797,0.000002911881,0.0000819406,0.000103316,0.00001806054,0.00003866925,0.000005166468,0.000009089154,0.001943856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0518467,"threshold_uncertainty_score":0.9993359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657889122831273,"score_gpt":0.2214991764186245,"score_spread":0.2049202851903118,"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."}}