{"id":"W2008517639","doi":"10.1039/c3sm52247d","title":"Change in morphology of fuel cell membranes under shearing","year":2013,"lang":"en","type":"article","venue":"Soft Matter","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies; Université de Sherbrooke","keywords":"Dissipative particle dynamics; Shearing (physics); Nafion; Materials science; Conductivity; Humidity; Morphology (biology); Composite material; Chemical engineering; Chemistry; Thermodynamics; Polymer","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":[0.0001746023,0.0002456626,0.0002024066,0.0001778694,0.0002359236,0.0004457459,0.0001726609,0.0004099112,0.001256872],"category_scores_gemma":[0.0004790481,0.000209957,0.0002026634,0.0002090792,0.000235013,0.0003934938,0.0001264261,0.0004102747,0.0002361471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003190554,"about_ca_system_score_gemma":0.0001365816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009180942,"about_ca_topic_score_gemma":0.0006217963,"domain_scores_codex":[0.9999082,0.000009189765,0.000008507545,0.00002273032,0.0000284694,0.00002294589],"domain_scores_gemma":[0.9998116,0.00005561669,0.00005110722,0.00001379856,0.00004681389,0.00002101134],"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":[0.0000859375,0.00001072766,0.0006578581,0.00002254513,0.000008392559,0.0001029623,0.00008561194,0.0007802054,0.996676,0.00009686589,0.00003140762,0.001441456],"study_design_scores_gemma":[0.000009588602,0.0001273011,0.00548284,0.000007358836,0.00001044853,0.00007629087,0.00009132382,0.006896936,0.9867203,0.00007993813,0.0004827304,0.00001475869],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984292,0.000234888,0.0006684951,0.00003026046,0.000008793455,0.000004435286,0.0001365115,0.00002317523,0.0004640574],"genre_scores_gemma":[0.9984321,0.0002701377,0.0007512212,0.00001871348,0.0000036991,0.000007822442,0.000127934,0.000009183781,0.0003791596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001256872,"threshold_uncertainty_score":0.00420469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106289192414924,"score_gpt":0.1955383918432816,"score_spread":0.1844754999191324,"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."}}