{"id":"W7014599045","doi":"","title":"Preparation of hybrid proton exchange membranes based on HPA/Clay complexes and thermoplastic polymers","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Membrane; Polymer; Thermoplastic; Proton; Monomer; Synthetic membrane","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001840708,0.0001590218,0.0002264661,0.0001566673,0.0002320404,0.0002752928,0.0001934779,0.0004323208,0.00320522],"category_scores_gemma":[0.0002604997,0.0001507379,0.0001988897,0.0001204402,0.00008280399,0.0004822754,0.000210323,0.0004553823,0.0008494731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001174406,"about_ca_system_score_gemma":0.0001108304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001589034,"about_ca_topic_score_gemma":0.0003888907,"domain_scores_codex":[0.9999163,0.000008441745,0.000005668455,0.00001944855,0.00002856192,0.00002140369],"domain_scores_gemma":[0.9999068,0.00002225258,0.00001350623,0.00001170512,0.00002802656,0.00001781397],"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":[0.00009555179,0.00002562798,0.0001194968,0.00009840213,0.00001049401,0.00005276609,0.00002367636,0.00007081978,0.995883,0.0001592066,0.0001352931,0.003325711],"study_design_scores_gemma":[0.00001071602,0.00007399957,0.0005298092,0.000004004146,0.000007880304,0.00006280586,0.0000127397,0.0003733184,0.9970495,0.0000315037,0.001839699,0.000004080575],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876336,0.0009536148,0.006333915,0.0001423792,0.00008202649,0.00009256754,0.0002407545,0.00008175846,0.004439261],"genre_scores_gemma":[0.985155,0.00047175,0.006857838,0.00007251182,0.00001789021,0.00004589135,0.0003490703,0.00003244485,0.00699766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00320522,"threshold_uncertainty_score":0.01072252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01120782939767754,"score_gpt":0.215091053753199,"score_spread":0.2038832243555215,"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."}}