{"id":"W4393078282","doi":"10.4208/jms.v57n1.24.02","title":"Interaction of Ionic Solution with Permeable Membranes: A Variational Approach","year":2024,"lang":"en","type":"article","venue":"Journal of Mathematical Study","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Natural Science Foundation of China","keywords":"Membrane; Ionic bonding; Chemistry; Chemical engineering; Materials science; Engineering; Ion; Biochemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003881021,0.00007655637,0.0002150476,0.00008273496,0.00001866777,0.00004149048,0.00005950273,0.00004083082,0.0001800973],"category_scores_gemma":[0.00001753218,0.00004569799,0.00005365288,0.0001083609,0.0000131169,0.0001148145,0.000009134414,0.0001527916,0.00001432461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004564089,"about_ca_system_score_gemma":0.00002022971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001354582,"about_ca_topic_score_gemma":2.567015e-7,"domain_scores_codex":[0.9992048,0.00002471008,0.0003930913,0.0000518542,0.000246668,0.00007894049],"domain_scores_gemma":[0.9997136,0.00007988346,0.0000637565,0.00005444304,0.00005647381,0.0000318178],"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":[0.000486471,0.005822207,0.00009324456,0.02559387,0.00445149,0.0002224438,0.01744146,0.8936849,0.04010852,0.008411445,0.001532431,0.002151464],"study_design_scores_gemma":[0.001426179,0.001626378,0.000235217,0.001146209,0.0006288174,0.001115195,0.002879893,0.9804944,0.002283919,0.007215865,0.0006855141,0.0002624117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.899938,0.002084288,0.07235792,0.00007600737,0.0009019726,0.0004145256,0.00000345463,0.00009056339,0.0241332],"genre_scores_gemma":[0.9966364,0.00006716882,0.003118425,0.000001076401,0.00009872996,0.000003768665,5.682472e-7,0.00001450157,0.00005938784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09669831,"threshold_uncertainty_score":0.1971939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0145485355586997,"score_gpt":0.2308306882894198,"score_spread":0.2162821527307201,"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."}}