{"id":"W2055664435","doi":"10.1016/j.jpowsour.2011.08.104","title":"A semi-empirical model considering the influence of operating parameters on performance for a direct methanol fuel cell","year":2011,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Direct methanol fuel cell; Stack (abstract data type); Voltage; Methanol fuel; Empirical modelling; Open-circuit voltage; Work (physics); Voltage drop; Volumetric flow rate; Automotive engineering; Nuclear engineering; Computer science; Chemistry; Methanol; Simulation; Engineering; Mechanics; Electrical engineering; Mechanical engineering; Electrode","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":[0.0004335519,0.0006270595,0.000950874,0.0003541482,0.0004170334,0.0007211221,0.001050976,0.001706325,0.001915922],"category_scores_gemma":[0.001716717,0.0004555332,0.0006745135,0.0004853737,0.0004646777,0.0007961908,0.0003654024,0.0007299244,0.0006289599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005956693,"about_ca_system_score_gemma":0.0005493878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009963108,"about_ca_topic_score_gemma":0.00618379,"domain_scores_codex":[0.9998506,0.00003724308,0.000007615442,0.0000301513,0.00004967982,0.00002459519],"domain_scores_gemma":[0.9991714,0.0005712917,0.00006144823,0.00004146585,0.0001423288,0.00001211027],"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":[0.0000268952,0.00001954631,0.0002916673,0.00003988012,0.00000945266,0.00004896678,0.00001883879,0.9955065,0.001122502,0.0004654391,0.0001484687,0.00230184],"study_design_scores_gemma":[0.000003424865,0.00001317194,0.0001960295,0.000002919892,0.000005168552,0.00001325034,0.000004824562,0.9991338,0.0003596678,0.0001686782,0.00009550115,0.000003576591],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5978402,0.002240239,0.3740444,0.0008906513,0.0001215107,0.0001546376,0.001007377,0.0009974792,0.02270355],"genre_scores_gemma":[0.9922106,0.00035318,0.00297381,0.00003219491,0.000013429,0.00006757375,0.0001455148,0.0000500368,0.004153656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009963108,"threshold_uncertainty_score":0.0198102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0296634581047609,"score_gpt":0.2319297402871577,"score_spread":0.2022662821823968,"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."}}