{"id":"W4281788051","doi":"10.3390/technologies10030070","title":"Numerical Simulation and Optimization of Microwave Heating Effect on Coal Seam Permeability Enhancement","year":2022,"lang":"en","type":"article","venue":"Technologies","topic":"Coal Properties and Utilization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Coal; Mechanics; Microwave; Materials science; Heat transfer; Permeability (electromagnetism); Electromagnetic field; Moisture; Environmental science; Thermal; Petroleum engineering; Nuclear engineering; Composite material; Geology; Chemistry; Thermodynamics; Waste management; Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009353289,0.00006626865,0.0000954932,0.00004906872,0.00007552527,0.000006627721,0.00004973641,0.00003309678,0.00001399471],"category_scores_gemma":[0.00006744634,0.00006070713,0.00001520669,0.0001080198,0.00002963358,0.00003327863,0.00006699892,0.00009223878,4.420245e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000708115,"about_ca_system_score_gemma":0.000002713019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006453912,"about_ca_topic_score_gemma":3.074798e-7,"domain_scores_codex":[0.9995946,0.00001896967,0.0001163094,0.0001002234,0.00009025207,0.00007959289],"domain_scores_gemma":[0.9997936,0.00005762076,0.00002244218,0.0001087704,0.00001213568,0.000005352641],"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":[0.00002108363,0.00001347788,0.0007621303,0.00005405906,0.000005106088,1.605925e-7,0.00008177836,0.9670222,0.004627413,0.00003362268,0.00001599681,0.02736294],"study_design_scores_gemma":[0.0001087161,0.0003860357,0.0002070319,0.000009105061,0.000004246224,5.039728e-7,0.0001976747,0.9435501,0.05534688,0.00004829109,0.00008279996,0.00005867223],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.887785,0.0002451859,0.1104739,0.00004636331,0.00005581435,0.0002164117,0.000002623957,0.000972992,0.0002017462],"genre_scores_gemma":[0.999081,0.00001491483,0.0008446287,0.000004301322,0.000003313975,0.00003221592,0.000008139287,0.000007989788,0.000003557321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.111296,"threshold_uncertainty_score":0.2475565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303830857102254,"score_gpt":0.2332052271639072,"score_spread":0.2201669185928846,"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."}}