{"id":"W2974481583","doi":"10.1002/fuce.201900021","title":"Two‐Phase Flow Modeling of Direct Methanol Fuel Cell Anode Compartment","year":2019,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Centres of Excellence","keywords":"Anode; Pressure drop; Materials science; Volumetric flow rate; Two-phase flow; Drop (telecommunication); Mechanics; Surface tension; Cathode; Methanol fuel; Methanol; Analytical Chemistry (journal); Capillary action; Void (composites); Chemistry; Thermodynamics; Flow (mathematics); Composite material; Chromatography; Electrode","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":[0.0002062352,0.0002683976,0.0004977313,0.000104073,0.00001911901,0.00002992853,0.000198227,0.0001372334,0.0009004929],"category_scores_gemma":[0.000002078689,0.0002421643,0.000135728,0.0001321977,0.00001823218,0.00009213595,0.00005358446,0.0001490433,0.0007903355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004515989,"about_ca_system_score_gemma":0.00001748505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003403752,"about_ca_topic_score_gemma":0.0000021295,"domain_scores_codex":[0.9986464,0.00004367182,0.0004572099,0.0002603758,0.0002178925,0.0003744916],"domain_scores_gemma":[0.999312,0.0000479591,0.00006636602,0.0004137584,0.00005018403,0.0001096897],"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":[0.00002002192,0.0001038765,0.000004736954,0.00224226,0.00005115663,0.000005860898,0.0002657477,0.7009872,0.2958415,0.000004689819,0.0004288566,0.00004413955],"study_design_scores_gemma":[0.001467361,0.00006296434,5.431082e-7,0.00005850427,0.00004807079,0.000001171937,0.00003885167,0.6660165,0.3259719,0.0001011841,0.005987365,0.0002456044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4691165,0.02084706,0.0009897618,0.00001196831,0.004427258,0.0008068621,0.0001827375,0.0004561708,0.5031616],"genre_scores_gemma":[0.9922999,0.00241802,0.004104569,0.0000212219,0.00009193429,0.00001132017,0.00003809609,0.00007439925,0.0009406089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5231833,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074722790065214,"score_gpt":0.2211745385258178,"score_spread":0.2104273106251657,"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."}}