{"id":"W2018660585","doi":"10.1111/j.1468-8123.2008.00233.x","title":"Stable–unstable flow of geothermal fluids in fractured rock","year":2009,"lang":"en","type":"article","venue":"Geofluids","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geothermal gradient; Geology; Thermal diffusivity; Thermal conductivity; Fracture (geology); Mechanics; Thermal conduction; Hydraulic conductivity; Matrix (chemical analysis); Fluid dynamics; Geotechnical engineering; Flow (mathematics); Materials science; Geophysics; Thermodynamics; Soil science; Composite material; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001978022,0.0001276436,0.0001953047,0.00004916829,0.00006815468,0.00001545117,0.0001757302,0.00005913794,0.00207385],"category_scores_gemma":[0.00001399896,0.0001117238,0.00004480845,0.000244023,0.00003849147,0.0002397873,0.00007738122,0.00008294857,0.0002324022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008153067,"about_ca_system_score_gemma":0.000007952799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004194296,"about_ca_topic_score_gemma":0.00009984912,"domain_scores_codex":[0.9989024,0.000032898,0.0002491576,0.0002190009,0.0002689907,0.0003274939],"domain_scores_gemma":[0.9996852,0.0000185436,0.00003380207,0.0002046837,0.00001147483,0.00004625497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001533688,0.0007487673,0.2648309,0.00002651642,0.00004291052,0.0000436466,0.007540155,0.01380777,0.3421965,0.0005027541,0.02289947,0.3472073],"study_design_scores_gemma":[0.0009690418,0.0001937878,0.8720867,0.00001882788,0.00001279387,0.000003351263,0.0002438707,0.004429986,0.02992058,0.0004818475,0.09134746,0.0002917768],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660053,0.0003942353,0.01959046,0.0004134926,0.0001070465,0.0001728466,0.000008800076,0.00003911587,0.0132687],"genre_scores_gemma":[0.9928613,0.00002549617,0.0005076544,0.0004186558,0.00002305195,0.000007864895,0.000006290997,0.000006741917,0.006142977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6072558,"threshold_uncertainty_score":0.9988384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006875948256788974,"score_gpt":0.2090850603337832,"score_spread":0.2022091120769942,"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."}}