{"id":"W2048334753","doi":"10.1016/j.ijhydene.2012.08.128","title":"Investigation of bipolar plate geometry on direct methanol fuel cell performance","year":2012,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Canada School of Energy and Environment","keywords":"Computational fluid dynamics; Pressure drop; Stack (abstract data type); Direct methanol fuel cell; Inlet; Materials science; Channel (broadcasting); Mechanics; Diffusion; Methanol fuel; Power (physics); Drop (telecommunication); Nuclear engineering; Fuel cells; Mechanical engineering; Chemistry; Electrical engineering; Thermodynamics; Computer science; Anode; Physics; Chemical engineering; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001539817,0.0004244664,0.0002553302,0.0001998409,0.0002343393,0.0005311536,0.0004082974,0.0004234154,0.003406596],"category_scores_gemma":[0.0007624083,0.0002279783,0.0001621903,0.0002660887,0.0001997847,0.00027322,0.0001633996,0.0001891557,0.0008793033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000376291,"about_ca_system_score_gemma":0.0002117886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008725396,"about_ca_topic_score_gemma":0.001238492,"domain_scores_codex":[0.9998544,0.00002335541,0.000004258242,0.00002849997,0.0000567679,0.0000326176],"domain_scores_gemma":[0.9992946,0.0003522701,0.00009040443,0.00003862821,0.0001877852,0.00003631859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001661515,0.00006976222,0.003444197,0.0001817313,0.00002160298,0.0005461527,0.0001029082,0.004781092,0.9764993,0.0004867033,0.0007230857,0.01148195],"study_design_scores_gemma":[0.00004357504,0.001613373,0.0220365,0.00002866778,0.00009916881,0.0004861733,0.0002555085,0.010438,0.9623082,0.0001347873,0.002529051,0.00002692749],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907958,0.0007042997,0.001735711,0.0000742786,0.00005130943,0.00001432016,0.0002840539,0.00009592923,0.006244524],"genre_scores_gemma":[0.9986265,0.0002302063,0.000260106,0.00001141324,0.00001302095,0.000002653757,0.00006069279,0.0000220105,0.0007734896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003406596,"threshold_uncertainty_score":0.01139617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009743390971292783,"score_gpt":0.1995661174254157,"score_spread":0.1898227264541229,"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."}}