{"id":"W2013740263","doi":"10.1149/1.3484576","title":"Investigation of Advanced Hybrid PEM Based on Sulfonyl Fluoride PFSA and Grafted Inorganic Nanoparticles","year":2010,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Sulfonic acid; Materials science; Ionomer; Electrolyte; Nafion; Membrane; Chemical engineering; Thermal stability; Nanocomposite; Polymer; Nanoparticle; Sulfonyl; Polymer chemistry; Composite number; Fluoride; Dispersion (optics); Sepiolite; Alkyl; Composite material; Chemistry; Inorganic chemistry; Organic chemistry; Nanotechnology; Electrochemistry; Copolymer","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":[0.0001419409,0.0002182645,0.0001758633,0.0001101087,0.0001196393,0.000167226,0.00015369,0.000245641,0.0003581337],"category_scores_gemma":[0.0001224463,0.00009773162,0.0001396254,0.00008211681,0.0001378659,0.0003116326,0.0001095247,0.0001809323,0.000128918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001570249,"about_ca_system_score_gemma":0.0001005227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004521499,"about_ca_topic_score_gemma":0.000645708,"domain_scores_codex":[0.9999485,0.000005759438,0.000003138252,0.00001229295,0.00002012777,0.00001020492],"domain_scores_gemma":[0.9999479,0.0000132865,0.000009341462,0.000003540781,0.00001905577,0.000006917902],"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":[0.00003706786,0.000009332641,0.00008231727,0.00003096492,0.000003282269,0.00003214418,0.000009097758,0.00008252572,0.9990645,0.00006011586,0.000006834472,0.0005818314],"study_design_scores_gemma":[0.000002834271,0.00006112525,0.0003773073,0.000001355967,0.000005246106,0.00005141605,0.000008681002,0.0006835249,0.9983797,0.00001139787,0.0004161313,0.000001219872],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972842,0.000431423,0.001697671,0.00002186736,0.000007004383,0.000008061426,0.00005277295,0.00002093401,0.0004760167],"genre_scores_gemma":[0.9954051,0.0004865693,0.003000123,0.00001134837,0.000004349288,0.00001098497,0.0001192169,0.000007783434,0.0009545389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004521499,"threshold_uncertainty_score":0.001198053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004932612498639712,"score_gpt":0.172989159983561,"score_spread":0.1680565474849212,"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."}}