{"id":"W1992571934","doi":"10.1016/j.jpowsour.2005.04.027","title":"Water and pressure effects on a single PEM fuel cell","year":2005,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Proton exchange membrane fuel cell; Pressure drop; Mole fraction; Chemistry; Thermodynamics; Saturation (graph theory); Power density; Viscosity; Volumetric flow rate; Volume (thermodynamics); Vapor pressure; Fuel mass fraction; Mechanics; Current (fluid); Materials science; Membrane; Power (physics); Vapor lock","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":[0.0001944192,0.00026247,0.0009085824,0.0003018936,0.0008333478,0.000644086,0.0005891726,0.0005933102,0.003701924],"category_scores_gemma":[0.0008364011,0.0002677423,0.0003188289,0.0003261238,0.000598245,0.001091089,0.0003838099,0.0006464931,0.0003891918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000468667,"about_ca_system_score_gemma":0.0003443107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002663428,"about_ca_topic_score_gemma":0.001694915,"domain_scores_codex":[0.9998473,0.000009384971,0.000005463613,0.00002800822,0.00006384683,0.00004597167],"domain_scores_gemma":[0.9996057,0.0002176217,0.00002535648,0.00002319107,0.00008687937,0.00004126312],"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":[0.002619936,0.0002445247,0.001513227,0.0002293321,0.00005337617,0.001230787,0.0002708369,0.01429316,0.9603271,0.001391519,0.0007921519,0.01703398],"study_design_scores_gemma":[0.00005030502,0.0007466183,0.003122731,0.000007234488,0.00004915358,0.0001673907,0.000210295,0.03081597,0.9632767,0.0003510696,0.001170311,0.00003212621],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979279,0.000272911,0.0002850145,0.0001225368,0.00003556151,0.00000690319,0.00008741272,0.00003155146,0.001230216],"genre_scores_gemma":[0.9988243,0.0001671909,0.0001119087,0.00001101492,0.00001254815,0.00000316053,0.00005064691,0.00001406704,0.0008053045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003701924,"threshold_uncertainty_score":0.01238418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002948402222764271,"score_gpt":0.1645980958851539,"score_spread":0.1616496936623896,"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."}}