{"id":"W2064826890","doi":"10.1016/s0378-7753(01)00818-7","title":"Non-planar architecture for proton exchange membrane fuel cells","year":2001,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Proton exchange membrane fuel cell; Planar; Electrode; Contact resistance; Graphite; Power density; Membrane; Membrane electrode assembly; Materials science; Fuel cells; Current collector; Power (physics); Current density; Optoelectronics; Current (fluid); Computer science; Electrical engineering; Engineering; Composite material; Chemistry; Chemical engineering; Electrolyte; 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":[],"consensus_categories":[],"category_scores_codex":[0.00022231,0.0001487793,0.0002732624,0.0001319218,0.00003590879,0.00005028305,0.0001691633,0.0001269214,0.0002625522],"category_scores_gemma":[0.000006565945,0.0001056543,0.0001387642,0.00007582102,0.000019382,0.00007623512,0.000008614642,0.0001875302,0.00001676715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001924463,"about_ca_system_score_gemma":0.00001007715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000264009,"about_ca_topic_score_gemma":0.000001763065,"domain_scores_codex":[0.9991958,0.00001144394,0.0003308697,0.00007437688,0.0001561913,0.0002313284],"domain_scores_gemma":[0.9995826,0.00003460024,0.0001301225,0.00009767628,0.00005542257,0.00009955911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007560632,0.0002245495,0.0002359944,0.01036651,0.000807595,0.0005005019,0.01251822,0.08624055,0.8500544,0.00000912786,0.03629339,0.001993141],"study_design_scores_gemma":[0.001018475,0.0003397966,0.0000483418,0.000168128,0.00005672943,0.0002561551,0.0001464668,0.0003126571,0.1306064,0.0002872181,0.8665428,0.0002168285],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634497,0.01337082,0.003184888,0.0004489475,0.003984425,0.0008770868,0.00002866222,0.0001009495,0.01455449],"genre_scores_gemma":[0.9878364,0.006619016,0.002811524,0.000134875,0.001254308,0.00002280445,0.000003517399,0.00009815243,0.001219382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8302494,"threshold_uncertainty_score":0.4308458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006199610189891479,"score_gpt":0.2000819525708493,"score_spread":0.1938823423809578,"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."}}