{"id":"W4319786203","doi":"10.1080/19236026.2022.2161120","title":"Investigation of airflow through porous zones: Integrating computational fluid dynamics modeling into mine ventilation network simulation","year":2023,"lang":"en","type":"article","venue":"CIM Journal","topic":"Coal Properties and Utilization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; McGill University","funders":"","keywords":"Airflow; Ventilation (architecture); Solver; Porous medium; Porosity; Software; Simulation; Computer science; Environmental science; Engineering; Geotechnical engineering; Mechanical engineering","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":[0.0002389843,0.0003690386,0.0003390934,0.0003235697,0.0002927986,0.0004955152,0.0004663753,0.0005534788,0.0007171073],"category_scores_gemma":[0.0008505852,0.000196296,0.0004318548,0.0002312296,0.0003861569,0.0005863262,0.0005852272,0.0003411,0.00006854146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004119553,"about_ca_system_score_gemma":0.0008595817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009150134,"about_ca_topic_score_gemma":0.005706237,"domain_scores_codex":[0.9998813,0.00002915684,0.000006149151,0.00002206003,0.00004149369,0.00001981482],"domain_scores_gemma":[0.9997336,0.0001573616,0.00003046149,0.00002026948,0.00004284638,0.00001529187],"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":[0.0000233843,0.00002498378,0.003063957,0.00002437068,0.000007293279,0.00005126965,0.00003226217,0.9858181,0.004533906,0.001378069,0.00006819156,0.004974334],"study_design_scores_gemma":[0.000001353505,0.000006338699,0.00016599,0.000001502349,0.00000100063,0.000004265923,0.000006338717,0.9989505,0.0006322396,0.0001263828,0.0001026092,0.000001489404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6305494,0.0002848905,0.359091,0.0002181777,0.00005263826,0.0001022049,0.0002641944,0.0005142686,0.008923339],"genre_scores_gemma":[0.9764889,0.00008732352,0.02263976,0.00001354019,0.000004491407,0.00004438083,0.00006087026,0.00002642489,0.0006341883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009150134,"threshold_uncertainty_score":0.01819378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0316947738153484,"score_gpt":0.2456141532747114,"score_spread":0.213919379459363,"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."}}