{"id":"W4409351847","doi":"10.1016/j.advwatres.2025.104983","title":"Investigating vertical and lateral gas migration during thermal conduction heating in heterogeneous porous media","year":2025,"lang":"en","type":"article","venue":"Advances in Water Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Porous medium; Thermal conduction; Materials science; Thermal; Porosity; Geotechnical engineering; Geology; Petroleum engineering; Environmental science; Mechanics; Petrology; Composite material; Thermodynamics; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001131885,0.0001229809,0.0001702798,0.0001942426,0.0000617707,0.00004386652,0.00006886631,0.0000647173,0.000006646546],"category_scores_gemma":[0.00003567339,0.00009451202,0.00002232351,0.0001373376,0.00005730034,0.0002404392,0.00003752572,0.000186727,0.000001710763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005117397,"about_ca_system_score_gemma":0.000001917823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002297468,"about_ca_topic_score_gemma":0.001214255,"domain_scores_codex":[0.9991542,0.00004852396,0.0002699707,0.0001808609,0.00009377694,0.0002526731],"domain_scores_gemma":[0.9998031,0.00004829155,0.00001031293,0.00009453413,0.00000761291,0.0000361542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000846224,0.000007791673,0.07297488,0.0001317455,0.00001416944,0.00002022204,0.006030095,0.8916551,0.02612378,0.000001385478,4.268872e-7,0.003031917],"study_design_scores_gemma":[0.001288323,0.00003345934,0.05306602,0.0007926414,0.00003422741,0.00003408914,0.0009135702,0.3452603,0.595733,0.001146192,0.001167605,0.0005305063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970182,0.002308598,0.00003818746,0.0001453077,0.00009755597,0.00005723365,3.890038e-7,0.00007988748,0.0002547064],"genre_scores_gemma":[0.9995044,0.0002159204,0.0001524587,0.0000240022,0.00005253037,0.00001439854,0.000006220163,0.00001205101,0.0000179605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5696093,"threshold_uncertainty_score":0.3854088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005249152264699211,"score_gpt":0.2169654644761097,"score_spread":0.2117163122114105,"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."}}