{"id":"W2124432387","doi":"10.1149/1.2766650","title":"Active Water Management for PEM Fuel Cells","year":2007,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Proton exchange membrane fuel cell; Water transport; Nuclear engineering; Power density; Water flow; Materials science; Environmental science; Chemical engineering; Chemistry; Process engineering; Environmental engineering; Power (physics); Fuel cells; Thermodynamics; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002916362,0.00009529439,0.0001404444,0.00001007555,0.00004298191,0.00001608776,0.0001953326,0.0001115552,0.00002676068],"category_scores_gemma":[0.000002603737,0.00004972808,0.0003527456,0.00004956812,0.00002079653,0.00004030038,0.00002897974,0.0002404123,0.000003792192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001370833,"about_ca_system_score_gemma":0.000004360981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.182711e-7,"about_ca_topic_score_gemma":7.349843e-8,"domain_scores_codex":[0.999259,0.000004969974,0.0002438455,0.00005516978,0.0001401768,0.0002968191],"domain_scores_gemma":[0.999737,0.0000326655,0.0000539543,0.00007788969,0.00004593432,0.00005255146],"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":[0.00004328716,0.00001930093,5.3261e-7,0.0002062673,0.000228473,0.000001061169,0.0002486133,0.00008723709,0.9939553,0.00001151658,0.005062027,0.0001364445],"study_design_scores_gemma":[0.0003880391,0.00002726661,0.000009075207,0.00001901107,0.0000685331,0.00001335832,0.0000651719,0.0001509119,0.9694093,0.001681138,0.02809238,0.00007578547],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8638401,0.005594052,0.08992986,0.002087594,0.007675364,0.001332721,0.00001255786,0.0002129019,0.02931484],"genre_scores_gemma":[0.9836437,0.001301474,0.013235,0.0002613798,0.0007514206,0.0000034127,0.000001802885,0.00004382229,0.0007580655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1198035,"threshold_uncertainty_score":0.2027852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003801443344965933,"score_gpt":0.1943372991822182,"score_spread":0.1905358558372523,"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."}}