{"id":"W2086669687","doi":"10.1080/00207230600800811","title":"Flow uniformity in and its effect on the performance of polymer electrolyte membrane fuel cell stacks","year":2006,"lang":"en","type":"article","venue":"International Journal of Environmental Studies","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Stack (abstract data type); Pressure drop; Anode; Flow (mathematics); Materials science; Cathode; Mechanics; Voltage; Volumetric flow rate; Proton exchange membrane fuel cell; Power (physics); Electrical engineering; Chemistry; Engineering; Fuel cells; Thermodynamics; Computer science; Physics; Electrode; Chemical engineering","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":[0.0003882665,0.0004259371,0.0003066164,0.0003176844,0.0003107018,0.0005444657,0.0002146248,0.0003057891,0.0007766685],"category_scores_gemma":[0.001531335,0.0002857527,0.0001688453,0.0002495352,0.0002129596,0.0006436657,0.0002604113,0.0002615861,0.0001593226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002857295,"about_ca_system_score_gemma":0.0001635286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006027487,"about_ca_topic_score_gemma":0.0004654411,"domain_scores_codex":[0.9997659,0.00004044036,0.00002157799,0.00005279712,0.00006085204,0.00005835376],"domain_scores_gemma":[0.999244,0.0003332725,0.0001959326,0.00004469806,0.0001463252,0.00003583605],"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":[0.0009791588,0.0001247456,0.007051264,0.0001330332,0.00004750393,0.0001958832,0.00007553699,0.03043881,0.9371408,0.0002817841,0.0001018973,0.02342956],"study_design_scores_gemma":[0.00001376713,0.000888417,0.01008645,0.000007984347,0.00004694572,0.0001225322,0.00002713188,0.02007549,0.9681209,0.0000727963,0.0005168431,0.00002075462],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924405,0.0004402052,0.006180025,0.00003326558,0.00001321704,0.00001162954,0.00007150733,0.0001255284,0.000684161],"genre_scores_gemma":[0.9985291,0.0001012267,0.001113676,0.000009106282,0.000007332045,0.000004312116,0.00004536736,0.00002006559,0.0001697641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007766685,"threshold_uncertainty_score":0.002598226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003511102412230484,"score_gpt":0.1837829352752544,"score_spread":0.1802718328630239,"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."}}