{"id":"W4237377415","doi":"10.1149/ma2011-01/41/1907","title":"A Pore-Level Model for Water Sorption and Swelling of PEM","year":2011,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"High voltage insulation and dielectric phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Ontario Tech University","funders":"","keywords":"Swelling; Sorption; Materials science; Chemical engineering; Composite material; Chemistry; Adsorption; Engineering; Physical 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":[0.0002734666,0.0004621547,0.0009429088,0.000354497,0.0004937099,0.0005892947,0.002190763,0.001904881,0.008310613],"category_scores_gemma":[0.0006252939,0.0003089154,0.001069636,0.000579483,0.000311668,0.00190805,0.0004785353,0.001009278,0.001713002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005849278,"about_ca_system_score_gemma":0.0006982866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00693534,"about_ca_topic_score_gemma":0.005159677,"domain_scores_codex":[0.9998807,0.00001973414,0.000006734171,0.0000178852,0.00004760603,0.00002751909],"domain_scores_gemma":[0.9998411,0.00006377743,0.0000102,0.00002389173,0.00004211396,0.00001892149],"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":[0.0001199155,0.0001923777,0.0006135901,0.0004993736,0.00009513531,0.0004772146,0.0001186879,0.8071905,0.05270203,0.1185763,0.005164575,0.01425026],"study_design_scores_gemma":[0.00001405677,0.00002334674,0.000139132,0.000007294534,0.00001277118,0.00003604043,0.000009382637,0.9898618,0.002398366,0.005021592,0.002465871,0.00001024344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1380722,0.00347931,0.7923303,0.002945601,0.0006671145,0.0003064759,0.003381392,0.001034784,0.05778288],"genre_scores_gemma":[0.886802,0.002901784,0.04319226,0.0003727029,0.0002051457,0.0005649446,0.001518194,0.0003788177,0.06406406],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008310613,"threshold_uncertainty_score":0.02780175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07588715311301826,"score_gpt":0.2536116258339625,"score_spread":0.1777244727209442,"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."}}