{"id":"W4392644602","doi":"10.5194/egusphere-egu24-20924","title":"Standing column wells in cold climates: a case study in a highly productive aquifer","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Aquifer; Column (typography); Water column; Hydrology (agriculture); Geology; Environmental science; Groundwater; Oceanography; Engineering; Geotechnical engineering; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008999624,0.000504055,0.0003821039,0.0008662641,0.004614743,0.001603601,0.001538655,0.002399956,0.002005481],"category_scores_gemma":[0.001715142,0.0004232484,0.0004691281,0.001595804,0.001870827,0.001114656,0.001481524,0.000983011,0.000260081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003913511,"about_ca_system_score_gemma":0.002596198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09707212,"about_ca_topic_score_gemma":0.2805352,"domain_scores_codex":[0.999128,0.0002965328,0.00003315071,0.00009415864,0.0001893402,0.0002587347],"domain_scores_gemma":[0.9986334,0.0005610109,0.0001791801,0.00007411593,0.0002071902,0.0003451087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0009738138,0.004221894,0.3753449,0.001000306,0.0001764467,0.3551552,0.08597018,0.06225346,0.02616073,0.009322276,0.008371684,0.07104919],"study_design_scores_gemma":[0.000206319,0.003007959,0.3079626,0.000466756,0.0002322832,0.03637021,0.5023789,0.07296966,0.01996748,0.005012547,0.05108025,0.0003451846],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954556,0.00008970567,0.001289793,0.0003467617,0.000007108119,0.00006620193,0.0001320269,0.00001942146,0.002593199],"genre_scores_gemma":[0.9946384,0.0002390395,0.002642087,0.00007665033,0.00000908363,0.00002612038,0.00007047144,0.00001517865,0.002282926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09707212,"threshold_uncertainty_score":0.1930142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01675138791359227,"score_gpt":0.2677176972169468,"score_spread":0.2509663093033545,"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."}}