{"id":"W2069292154","doi":"10.1080/15435075.2010.515185","title":"Effects of Hardware Design and Operation Conditions on PEM Fuel Cell Water Flooding","year":2010,"lang":"en","type":"article","venue":"International Journal of Green Energy","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Innovation Council","funders":"National Research Council Canada","keywords":"Proton exchange membrane fuel cell; Flooding (psychology); Relative humidity; Environmental science; Water flow; Membrane; Environmental engineering; Humidity; Current (fluid); Materials science; Waste management; Fuel cells; Chemical engineering; Chemistry; Engineering; Electrical engineering; Meteorology","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":[0.0007912295,0.0008399804,0.0004734958,0.0004625494,0.0002642968,0.0005371512,0.0005804282,0.0004953817,0.001123598],"category_scores_gemma":[0.003694172,0.0005434992,0.0002177659,0.0002762743,0.0004534344,0.001233116,0.0004698522,0.0004345311,0.000220896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002976643,"about_ca_system_score_gemma":0.0003038702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005073577,"about_ca_topic_score_gemma":0.0008281139,"domain_scores_codex":[0.9992883,0.0001538317,0.0001128747,0.0001443772,0.0001942884,0.0001063309],"domain_scores_gemma":[0.9970199,0.001717703,0.0005556582,0.0002253927,0.0003594311,0.0001218709],"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":[0.001047746,0.0001702692,0.005308339,0.000448311,0.00003816746,0.0003711535,0.0001499456,0.00349238,0.9771346,0.0001130597,0.0000917861,0.01163408],"study_design_scores_gemma":[0.00004362894,0.00111437,0.00865968,0.00001120636,0.00006572199,0.0001933643,0.00009297775,0.002952059,0.9860011,0.00002922785,0.0008121656,0.00002440665],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940327,0.000307812,0.004915991,0.00004413492,0.0000264588,0.00005859352,0.0001045031,0.000162467,0.0003472775],"genre_scores_gemma":[0.9922185,0.0003003727,0.006869207,0.00003268792,0.00001278205,0.00006127308,0.000143393,0.00005559029,0.0003061872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001123598,"threshold_uncertainty_score":0.004184484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003757861984909671,"score_gpt":0.1902884932351545,"score_spread":0.1865306312502448,"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."}}