{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003061774,0.0009526396,0.0004619849,0.001083174,0.0003051124,0.0006204111,0.0005778397,0.001084743,0.004539104],"category_scores_gemma":[0.0003230393,0.0003176166,0.0003421297,0.000935799,0.0002253474,0.001380821,0.0006178748,0.0009132857,0.002318366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005085674,"about_ca_system_score_gemma":0.000271412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005203915,"about_ca_topic_score_gemma":0.001206321,"domain_scores_codex":[0.9997939,0.00002306996,0.00001870883,0.00004101244,0.00009917181,0.00002416019],"domain_scores_gemma":[0.9999226,0.00002042247,0.00001959818,0.000004255731,0.00002482612,0.000008364977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001381477,0.0002121615,0.0004008529,0.008060104,0.00006491403,0.0008665655,0.0001667598,0.006230838,0.5966444,0.05853401,0.01130282,0.3173784],"study_design_scores_gemma":[0.00002057726,0.0002233797,0.0004450408,0.0004404425,0.00005196332,0.0007811983,0.0000768637,0.007158626,0.4192156,0.006123381,0.5654117,0.00005116278],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1298897,0.587006,0.1612406,0.002385788,0.002842715,0.0004343537,0.001128606,0.001689289,0.113383],"genre_scores_gemma":[0.4052199,0.4487221,0.09364414,0.00114122,0.0007862548,0.0004843014,0.0008841155,0.0004111275,0.04870684],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004539104,"threshold_uncertainty_score":0.01518482,"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."}}