{"id":"W2077922743","doi":"10.1021/jp063189v","title":"Hydrated Arrays of Acidic Surface Groups as Model Systems for Interfacial Structure and Mechanisms in PEMs","year":2006,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry B","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Innovation Council; National Research Council Canada; Simon Fraser University","funders":"","keywords":"Hydronium; Polymer; Molecule; Membrane; Chemical physics; Electrolyte; Chemistry; Ab initio; Materials science; Physical chemistry; Organic 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":[0.00009513518,0.0002806575,0.0003073771,0.000151433,0.000264018,0.0003254914,0.0005357724,0.0004648883,0.00138472],"category_scores_gemma":[0.0001743918,0.0002533172,0.0002360624,0.0001529558,0.0004270628,0.0005182995,0.0004181094,0.0003719334,0.0001478224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003042899,"about_ca_system_score_gemma":0.0001884182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001077816,"about_ca_topic_score_gemma":0.0008708535,"domain_scores_codex":[0.9999497,0.000009344027,0.000002001711,0.00001087583,0.00001611208,0.0000119473],"domain_scores_gemma":[0.9999477,0.00001529167,0.000009677899,0.00000913703,0.000007708501,0.00001048431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002175183,0.0001469835,0.002867804,0.0001688264,0.00006971984,0.0004423858,0.0001817273,0.6867968,0.2830318,0.02081412,0.0002116829,0.005050746],"study_design_scores_gemma":[0.00009316362,0.0002965925,0.001388729,0.000006521616,0.00002187642,0.00006577773,0.0001120951,0.9544356,0.03432693,0.008329046,0.0009001363,0.00002355033],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863005,0.0001107332,0.01170664,0.00006597803,0.000006655022,0.00001634479,0.0000524422,0.00004300501,0.001697723],"genre_scores_gemma":[0.9931442,0.0001455572,0.006056852,0.00002500532,0.000003652909,0.00003439639,0.00008386712,0.00001047076,0.0004959655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00138472,"threshold_uncertainty_score":0.004632294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004397529097304998,"score_gpt":0.1903065113537135,"score_spread":0.1859089822564085,"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."}}