{"id":"W2789582757","doi":"10.1039/c8se00026c","title":"Tipping water balance and the Pt loading effect in polymer electrolyte fuel cells: a model-based analysis","year":2018,"lang":"en","type":"article","venue":"Sustainable Energy & Fuels","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Burnaby Hospital; Simon Fraser University","funders":"","keywords":"Electrolyte; Balance (ability); Fuel cells; Polymer; Materials science; Chemical engineering; Chemistry; Composite material; Engineering; Psychology; Electrode; Physical chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006047961,0.000280104,0.0004769256,0.0003462334,0.0001464073,0.0001345316,0.000184015,0.0001674107,0.00008231246],"category_scores_gemma":[0.00001111577,0.0001711637,0.0001249321,0.0005861194,0.0001460853,0.0001445954,0.00006461517,0.0001596094,0.000008885724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001155031,"about_ca_system_score_gemma":0.00002569916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005043931,"about_ca_topic_score_gemma":0.00004103187,"domain_scores_codex":[0.9983075,0.0001088707,0.0002977319,0.0003037473,0.00014227,0.000839932],"domain_scores_gemma":[0.9994128,0.00009762283,0.00003592838,0.0003190177,0.00005772909,0.00007685948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000519235,0.00003228862,0.0001739625,0.001715372,0.0008547403,0.0001207679,0.001174711,0.6469356,0.3453733,0.002473915,0.0002208863,0.0004052202],"study_design_scores_gemma":[0.001239872,0.00004894744,0.000007309777,0.00002341589,0.0001938104,0.000001174373,0.00006218699,0.4296614,0.5660881,0.001343966,0.00109141,0.000238325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455472,0.02266093,0.009752195,0.000217181,0.0003137965,0.0003303333,0.000003596155,0.0003069292,0.02086781],"genre_scores_gemma":[0.9964243,0.0005468021,0.0000521125,0.000168278,0.0001223729,0.00006810099,0.000009350483,0.00005114896,0.002557587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2207149,"threshold_uncertainty_score":0.6979854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001914568451160431,"score_gpt":0.1741811344540361,"score_spread":0.1722665660028757,"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."}}