{"id":"W3130499237","doi":"10.1016/j.jpowsour.2021.229540","title":"A review of functions, attributes, properties and measurements for the quality control of proton exchange membrane fuel cell components","year":2021,"lang":"en","type":"review","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":93,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Innovation Council; National Research Council Canada","funders":"National Research Council Canada","keywords":"Proton exchange membrane fuel cell; Gasket; Membrane electrode assembly; Standardization; Component (thermodynamics); Fuel cells; Engineering; Membrane; Reliability (semiconductor); Process engineering; Computer science; Mechanical engineering; Chemistry; Chemical engineering; Electrode; Anode","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":[0.001430006,0.001588713,0.00191682,0.003539026,0.0003474804,0.001353625,0.001548698,0.001182737,0.002167459],"category_scores_gemma":[0.001606882,0.000624932,0.0008539606,0.004266046,0.0006484258,0.002468079,0.0008858155,0.001758138,0.001273306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008310775,"about_ca_system_score_gemma":0.001570572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001488613,"about_ca_topic_score_gemma":0.002293843,"domain_scores_codex":[0.9994407,0.00005684928,0.00009885204,0.000113789,0.0002518238,0.00003782105],"domain_scores_gemma":[0.9989962,0.0004736283,0.0001380479,0.00003701192,0.0003207463,0.00003440821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009839937,0.0001164257,0.0002689167,0.03817244,0.0001283382,0.0001528508,0.00006171727,0.0006952198,0.009311447,0.008099209,0.02114161,0.9217535],"study_design_scores_gemma":[0.00001539433,0.0001941654,0.001091873,0.005149849,0.0002132634,0.0006713457,0.00006567976,0.0002724709,0.004085931,0.002312297,0.9858649,0.00006276843],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002060381,0.9983279,0.0004406461,0.0001413103,0.0001886245,0.000008019152,0.00004962043,0.00000727692,0.0006305914],"genre_scores_gemma":[0.0009686121,0.9973357,0.0008461674,0.0001560005,0.000118849,0.000009908769,0.00007165004,0.000002569491,0.0004904766],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003539026,"threshold_uncertainty_score":0.007562697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1291748485308694,"score_gpt":0.295358336086162,"score_spread":0.1661834875552926,"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."}}