{"id":"W2261741637","doi":"10.1007/s11242-016-0642-x","title":"Stabilization of Forced Heat Convection: Applications to Enhanced Geothermal Systems (EGS)","year":2016,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Centre National de la Recherche Scientifique","keywords":"Geothermal gradient; Poromechanics; Geology; Hydraulic fracturing; Mechanics; Geomechanics; Permeability (electromagnetism); Hydrogeology; Advection; Porous medium; Pressure gradient; Geotechnical engineering; Petroleum engineering; Geophysics; Porosity; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002548343,0.0003293492,0.00037302,0.0002488054,0.0003566555,0.0004954842,0.0003198552,0.0005304402,0.001280467],"category_scores_gemma":[0.0007675484,0.0001286623,0.000302296,0.0001626491,0.000809098,0.000546076,0.0007524933,0.000363079,0.0000852541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002951878,"about_ca_system_score_gemma":0.0003032404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001015912,"about_ca_topic_score_gemma":0.001056166,"domain_scores_codex":[0.9999359,0.00001988172,0.000003569788,0.00001456538,0.000015836,0.00001026512],"domain_scores_gemma":[0.9997504,0.0001337255,0.00004116347,0.00002474985,0.00003399008,0.00001601273],"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":[0.0004655815,0.0001931865,0.002528154,0.0003768864,0.00005641678,0.0001765224,0.0002483373,0.622402,0.2431009,0.04266944,0.001163277,0.08661931],"study_design_scores_gemma":[0.00002941039,0.00008901035,0.0005086138,0.00001222206,0.00001004747,0.00001767253,0.00002237873,0.9594844,0.03397838,0.004810182,0.001025398,0.00001238472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5535867,0.00269692,0.4311167,0.0009061665,0.0003405759,0.0001061392,0.0001039257,0.0006307953,0.01051211],"genre_scores_gemma":[0.9887734,0.0002320202,0.009496121,0.00002450346,0.00002977291,0.00002599867,0.0000179357,0.00002220031,0.001378036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001280467,"threshold_uncertainty_score":0.004283547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007653816823842934,"score_gpt":0.2109264963771035,"score_spread":0.2032726795532605,"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."}}