{"id":"W1975676636","doi":"10.1016/j.jpowsour.2004.12.015","title":"Li2SO4-based proton-conducting membrane for H2S–air fuel cell","year":2005,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Proton exchange membrane fuel cell; Fuel cells; Membrane; Proton; Materials science; Chemistry; Nuclear engineering; Engineering; Chemical engineering; Physics; Nuclear physics; Biochemistry","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":[0.0003778494,0.0001576072,0.00028521,0.0001259171,0.00005252285,0.00005372179,0.0001740289,0.0001261406,0.000261321],"category_scores_gemma":[0.00003275134,0.0001204205,0.0001761082,0.00007120864,0.00002301093,0.0001824196,0.00001026961,0.0002024411,0.00002205329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003862698,"about_ca_system_score_gemma":0.00003066727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001353326,"about_ca_topic_score_gemma":6.303803e-7,"domain_scores_codex":[0.9989905,0.00001891156,0.0004900979,0.00008491491,0.0001690667,0.0002464703],"domain_scores_gemma":[0.9993981,0.00009000478,0.000210825,0.0001048178,0.00009429952,0.0001020108],"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":[0.0001930932,0.0002184619,0.0001394599,0.006333463,0.0002311203,0.00004102692,0.003174867,0.6472298,0.3354437,0.000007749493,0.006422864,0.0005643949],"study_design_scores_gemma":[0.001244575,0.0002151585,0.00001271809,0.0001736158,0.00005996777,0.00004484677,0.000278701,0.004220601,0.6084103,0.00004097001,0.3850628,0.0002357397],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687952,0.0129024,0.0007610683,0.0006008176,0.002126651,0.0005128393,0.00001159113,0.0001246251,0.01416474],"genre_scores_gemma":[0.9930522,0.0002700367,0.005498478,0.00009876578,0.0007063242,0.000009203965,9.618453e-7,0.0000507368,0.0003132953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6430092,"threshold_uncertainty_score":0.4910607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248653379839562,"score_gpt":0.2138588845461088,"score_spread":0.2013723507477132,"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."}}