{"id":"W4253248725","doi":"10.1016/s1464-2859(13)70267-0","title":"PowerDisc eFlow for uniform current, improved durability","year":2013,"lang":"en","type":"article","venue":"Fuel Cells Bulletin","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Durability; Stack (abstract data type); Fuel cells; Current (fluid); Proton exchange membrane fuel cell; Engineering; Materials science; Process engineering; Automotive engineering; Computer science; Electrical engineering; Composite material; Chemical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006688251,0.0006002426,0.0003184625,0.001302352,0.002759034,0.00196666,0.0008580581,0.001945364,0.02858808],"category_scores_gemma":[0.001094723,0.0003908568,0.0003922622,0.0006003959,0.0009483452,0.001362159,0.000608661,0.002156775,0.008518698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003153636,"about_ca_system_score_gemma":0.003322527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02698717,"about_ca_topic_score_gemma":0.1082907,"domain_scores_codex":[0.9985952,0.00003165293,0.00003357863,0.0000702785,0.00114588,0.0001233945],"domain_scores_gemma":[0.9988614,0.000117608,0.0000405657,0.0001312163,0.0007536914,0.00009536155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001589895,0.0001739244,0.000908489,0.00045573,0.00001086636,0.000861673,0.0002842586,0.0002239154,0.1308896,0.0337103,0.5218485,0.3104738],"study_design_scores_gemma":[0.00002305253,0.00007703562,0.001801542,0.00004503968,0.00001096547,0.0009756355,0.000110356,0.0003500223,0.06994466,0.001150422,0.9254826,0.00002877781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04371877,0.02027304,0.04406891,0.0491383,0.009909331,0.0004098857,0.001611661,0.006171513,0.8246987],"genre_scores_gemma":[0.1227538,0.005706255,0.0228724,0.01028538,0.0004306741,0.00008194829,0.0006702012,0.0004728096,0.8367265],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02858808,"threshold_uncertainty_score":0.09563667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005596595000915682,"score_gpt":0.1911793121377738,"score_spread":0.1855827171368581,"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."}}