{"id":"W7000356055","doi":"","title":"Fabrication of proton exchange membranes using melt processing technologies","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fabrication; Membrane; Proton; Work (physics); Proton exchange membrane fuel cell","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001036612,0.0001199697,0.0001741717,0.0002114911,0.00006726061,0.000009796154,0.0001491808,0.0001101381,0.00007425932],"category_scores_gemma":[0.00004796135,0.0001192533,0.00003254013,0.0003615577,0.00008278696,0.0002257439,0.00002107894,0.0000849118,0.000004892734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004845225,"about_ca_system_score_gemma":0.00002797311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000362936,"about_ca_topic_score_gemma":6.439973e-7,"domain_scores_codex":[0.9992561,0.00001515773,0.0002552741,0.0001350611,0.0001907573,0.0001476437],"domain_scores_gemma":[0.9995421,0.00001660607,0.00007843915,0.0002247624,0.0001187929,0.00001931465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000007810494,0.00002252441,0.0002036848,0.001575324,0.000008046543,0.000002626877,0.0004461448,0.0007267334,0.9710356,0.00005243911,0.0005135486,0.0254055],"study_design_scores_gemma":[0.0001011041,0.00001864419,0.00002780074,0.00006373732,0.000005796383,0.00001469091,0.00005567659,0.0387504,0.9559218,0.0004830604,0.004434298,0.0001230209],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8506412,0.001964637,0.1183228,0.0001430009,0.0001097316,0.001597307,0.000009645198,0.005590379,0.02162129],"genre_scores_gemma":[0.9753333,0.0004608726,0.02392648,0.000009013542,0.00002655803,0.0001548273,0.000005242616,0.00002758081,0.00005613645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1246921,"threshold_uncertainty_score":0.4863007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03824217277153593,"score_gpt":0.2662239153827377,"score_spread":0.2279817426112017,"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."}}