{"id":"W4414280424","doi":"10.3390/ma18184354","title":"Anion Exchange Ionomer Binders for Alkaline Fuel Cells","year":2025,"lang":"en","type":"review","venue":"Materials","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ionomer; Ion exchange; Electrochemistry; Electrode; Polymer; Membrane; Alkaline fuel cell; Fuel cells","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003674151,0.000592665,0.002010906,0.0002778507,0.00005073414,0.000163066,0.0002927803,0.000789447,0.001741204],"category_scores_gemma":[0.00001402173,0.0004813475,0.000317645,0.0001649135,0.00002428092,0.00006110002,0.00008064538,0.0001011695,0.0005261903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001141933,"about_ca_system_score_gemma":0.00005280855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001124431,"about_ca_topic_score_gemma":0.000001079775,"domain_scores_codex":[0.9981169,0.00008427336,0.0008795945,0.0003749665,0.00009788905,0.00044634],"domain_scores_gemma":[0.9991965,0.0001179693,0.0001733946,0.0004039114,0.0000335584,0.0000747091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001252168,0.00003237704,3.175344e-9,0.8747187,0.0004682869,0.00001002259,0.00004484941,0.00008521513,0.005898091,0.00005889136,0.05030235,0.06836874],"study_design_scores_gemma":[0.0002269226,0.00002255722,1.109519e-8,0.007956086,0.0005434342,0.0000036788,0.000002840224,0.000004581742,0.004727403,0.00007665546,0.9859474,0.0004884748],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003409192,0.9803463,0.00007939755,0.00000563747,0.01225173,0.001742401,0.00183469,0.0003505577,0.003385903],"genre_scores_gemma":[0.00000574748,0.9933977,0.0003394411,0.0000231499,0.0008363706,0.000594706,0.001159484,0.0001646805,0.003478734],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.935645,"threshold_uncertainty_score":0.9997638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02393231151797414,"score_gpt":0.2663976668747124,"score_spread":0.2424653553567383,"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."}}