{"id":"W2159592871","doi":"10.1002/fuce.200400058","title":"Synthetic Strategies for Controlling the Morphology of Proton Conducting Polymer Membranes","year":2004,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":181,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Innovation Council; National Research Council Canada; Simon Fraser University","funders":"","keywords":"Membrane; Polymer; Ionic bonding; Materials science; Copolymer; Proton; Chemical engineering; Nanostructure; Monomer; Phase (matter); Ionic conductivity; Polymer architecture; Electrolyte; Conductivity; Nanoscopic scale; Nanotechnology; Proton exchange membrane fuel cell; Ion; Chemistry; Organic chemistry; Electrode; Physical chemistry; Composite material; Physics","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":[0.0001883981,0.0001367604,0.0002449785,0.00003629358,0.00005054259,0.00003339274,0.0001325543,0.0001159645,0.00007811932],"category_scores_gemma":[0.000009500333,0.00009101565,0.00007817213,0.00005596984,0.0000812147,0.00006558613,0.00001214777,0.0000902507,0.00001657476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001323029,"about_ca_system_score_gemma":0.00002653971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004513545,"about_ca_topic_score_gemma":0.000001882952,"domain_scores_codex":[0.9992757,0.00002017047,0.0002748931,0.0001247479,0.00006939364,0.000235134],"domain_scores_gemma":[0.9995824,0.0001202783,0.00006475799,0.0001707376,0.00003585151,0.00002599035],"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":[0.00002023181,0.00001396593,7.045849e-7,0.001969738,0.00005334344,0.00000272183,0.0005250169,0.1574366,0.8393368,0.0006029225,0.00001663658,0.00002133538],"study_design_scores_gemma":[0.0007385797,0.00004530561,5.699894e-7,0.00006198062,0.00004500764,0.00001101369,0.0005175316,0.001123755,0.993773,0.002334351,0.001227624,0.0001212773],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632819,0.01861412,0.001701569,0.0001980661,0.0020549,0.001886096,0.00004555005,0.0002301461,0.0119876],"genre_scores_gemma":[0.9987628,0.0005231155,0.0003531356,0.00002373827,0.0001097178,0.0001010404,0.00000328034,0.0000360733,0.00008712541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1563128,"threshold_uncertainty_score":0.371151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01874036977978954,"score_gpt":0.2223717423985317,"score_spread":0.2036313726187422,"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."}}