{"id":"W1972707029","doi":"10.1021/jp7108434","title":"Molecular Modeling of Proton Transport in the Short-Side-Chain Perfluorosulfonic Acid Ionomer","year":2008,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry B","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Ionomer; Side chain; Proton; Chain (unit); Chemistry; Materials science; Composite material; Physics; Polymer","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":[0.0001141181,0.0003213495,0.00032245,0.0002920027,0.0004115898,0.0005186225,0.0005789718,0.000862519,0.002384843],"category_scores_gemma":[0.000213699,0.0001988609,0.0004076139,0.0002786913,0.0003167288,0.0003182164,0.0001851426,0.0003867347,0.000289106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00102256,"about_ca_system_score_gemma":0.0009379305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01388116,"about_ca_topic_score_gemma":0.00645896,"domain_scores_codex":[0.9999603,0.000006513392,0.000001592777,0.00000644058,0.00001055652,0.00001455957],"domain_scores_gemma":[0.9999143,0.00002857805,0.00001458834,0.000005044325,0.00002098017,0.00001652221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008367284,0.00006070365,0.001009384,0.00003507912,0.00002400112,0.0001786913,0.00004274748,0.9750289,0.01822613,0.003997551,0.0001229866,0.001190074],"study_design_scores_gemma":[0.00001298115,0.00003338323,0.0002881487,0.00000240653,0.000005674647,0.000008037566,0.00001251258,0.9980146,0.001219832,0.0001811381,0.0002177225,0.000003577727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791951,0.0001657048,0.01361889,0.0002034141,0.00001838665,0.00003791491,0.0003433862,0.0001302748,0.006286835],"genre_scores_gemma":[0.9894553,0.0002645521,0.007477476,0.00004027536,0.000006333729,0.00007139362,0.0002628736,0.00002909767,0.002392668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01388116,"threshold_uncertainty_score":0.02760071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01053263192677959,"score_gpt":0.2023051593651981,"score_spread":0.1917725274384185,"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."}}