{"id":"W4400649085","doi":"10.1103/physrevfluids.9.073301","title":"Buoyant miscible viscoplastic injections","year":2024,"lang":"en","type":"article","venue":"Physical Review Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation; Petroleum Technology Alliance Canada","keywords":"Viscoplasticity; Materials science; Thermodynamics; Physics; Constitutive equation","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":[0.00007884098,0.0001394225,0.0002632751,0.00006072909,0.00004511725,0.00005092638,0.0001119066,0.00002089219,0.0001991608],"category_scores_gemma":[0.00004674012,0.0001017347,0.0002332156,0.0005464866,0.00002376758,0.00008558185,0.00002295363,0.000222522,0.001441055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004229571,"about_ca_system_score_gemma":0.00001698867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001305741,"about_ca_topic_score_gemma":0.000002693886,"domain_scores_codex":[0.9992868,0.00001981349,0.0001590354,0.0001746304,0.0001623722,0.0001973978],"domain_scores_gemma":[0.9995638,0.00009718622,0.000004505549,0.0002208119,0.00001522661,0.00009843714],"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":[0.000003439304,0.000287758,0.00002228318,0.03977409,0.001436282,0.0001567127,0.0005617971,0.4630871,0.03788343,0.003923886,0.3612895,0.09157366],"study_design_scores_gemma":[0.0000387179,0.00002727319,0.00002966824,0.003279497,0.0003258521,0.00001163173,0.000003974973,0.5123749,0.002563085,0.000571272,0.4805296,0.000244538],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07872695,0.7592543,0.07842871,0.003551719,0.002286734,0.0005935999,0.00004020548,0.00408248,0.07303533],"genre_scores_gemma":[0.9743285,0.02448189,0.00007018687,0.00008776339,0.0004218938,0.00004239598,0.000009037054,0.00003231923,0.0005260129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8956016,"threshold_uncertainty_score":0.9993364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008068454110482563,"score_gpt":0.2733771721709338,"score_spread":0.2653087180604512,"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."}}