{"id":"W2737892866","doi":"10.1063/1.4992192","title":"Lattice-Boltzmann simulation of multi-phase phenomena related to fuel cells","year":2017,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Lattice Boltzmann methods; Materials science; Particle (ecology); Catalysis; Porosity; Chemical engineering; Economies of agglomeration; Particle size; Process engineering; Chemistry; Composite material; Mechanics; Engineering; Organic chemistry; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002196157,0.0002724443,0.0003822246,0.0001604909,0.0002249616,0.0001929533,0.0004469625,0.0001266335,0.00008323284],"category_scores_gemma":[0.0002455395,0.0002797089,0.0000664344,0.0001478259,0.0001082962,0.000727829,0.0001662085,0.000184607,0.0001998915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006426209,"about_ca_system_score_gemma":0.00002201386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001184944,"about_ca_topic_score_gemma":0.000004246595,"domain_scores_codex":[0.9985412,0.000004677883,0.0004994588,0.0003265259,0.00027695,0.0003511502],"domain_scores_gemma":[0.9986092,0.00006357719,0.000227276,0.0003271674,0.0006222442,0.0001505741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004748813,0.001120419,0.08475102,0.003813364,0.001571203,0.00002387672,0.1388415,0.213691,0.4719214,0.0230281,0.002286899,0.0584764],"study_design_scores_gemma":[0.002054142,0.000117972,0.01601109,0.0001438025,0.00007487187,7.834558e-7,0.0007285757,0.9720398,0.004916323,0.0009227241,0.002530865,0.0004591157],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576692,0.0001201079,0.0163176,0.0002621379,0.00045749,0.0007553809,0.00002971672,0.0005155436,0.0238728],"genre_scores_gemma":[0.996982,0.00002806726,0.002062975,0.00003827454,0.00005746529,0.00002865831,0.000003309772,0.0000495542,0.0007497387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7583487,"threshold_uncertainty_score":0.9999655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04724253391053203,"score_gpt":0.3122000558792724,"score_spread":0.2649575219687404,"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."}}