{"id":"W2123014388","doi":"10.1002/adma.201090137","title":"Fuel Cells: Structure‐Morphology‐Property Relationships of Non‐Perfluorinated Proton‐Conducting Membranes (Adv. Mater. 42/2010)","year":2010,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Materials science; Proton exchange membrane fuel cell; Context (archaeology); Membrane; Morphology (biology); Proton; Phase (matter); Chemical engineering; Fuel cells; Block (permutation group theory); Polymer; Copolymer; Nanotechnology; Composite material; Organic chemistry; Engineering; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002988703,0.0003515173,0.0002678005,0.0003384621,0.0001860004,0.0006531616,0.0002956331,0.0005066106,0.001829595],"category_scores_gemma":[0.0002710176,0.0002360494,0.0001917049,0.000236698,0.00025089,0.0008968432,0.0001623912,0.0003557841,0.0003327245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004887154,"about_ca_system_score_gemma":0.0001031281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006903934,"about_ca_topic_score_gemma":0.0006920024,"domain_scores_codex":[0.9999157,0.000008679678,0.000004254529,0.00002019067,0.00003569037,0.00001546665],"domain_scores_gemma":[0.9999307,0.00001979826,0.00001900317,0.000003317493,0.00002151868,0.000005658113],"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":[0.0001481549,0.000107752,0.0004779354,0.0002326259,0.00001875713,0.000215639,0.00005549583,0.001443588,0.9751199,0.003070312,0.0006351313,0.01847464],"study_design_scores_gemma":[0.00002332911,0.000361363,0.002549085,0.00001700041,0.00001657061,0.0004364263,0.00003254215,0.008181292,0.9770039,0.001734293,0.009628465,0.00001574128],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9322619,0.04789586,0.007913557,0.0007344396,0.0001921452,0.00004632801,0.0002433253,0.0001061159,0.01060637],"genre_scores_gemma":[0.9653087,0.02066062,0.005802876,0.0001252891,0.0001045744,0.0000213208,0.0002627737,0.00002112142,0.007692717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001829595,"threshold_uncertainty_score":0.006120622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01855400837323903,"score_gpt":0.2248156287625823,"score_spread":0.2062616203893433,"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."}}