{"id":"W2028749934","doi":"10.1007/s10450-010-9287-1","title":"Neural network modelling of adsorption isotherms","year":2010,"lang":"en","type":"article","venue":"Adsorption","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Freundlich equation; Artificial neural network; Adsorption; Sorption isotherm; Langmuir; Dependency (UML); Langmuir adsorption model; Computer science; Biological system; Materials science; Artificial intelligence; Chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001537953,0.00009008143,0.0001008625,0.00003507072,0.00005358309,0.00004331364,0.0003687571,0.00006841506,0.00002545874],"category_scores_gemma":[0.000003078252,0.00008304176,0.00006201027,0.0003110496,0.000031337,0.0003502968,0.00006351899,0.0001890041,0.00002751386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005727599,"about_ca_system_score_gemma":0.00001022126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003077259,"about_ca_topic_score_gemma":0.00002265667,"domain_scores_codex":[0.9992053,0.00002230303,0.0002054717,0.0002317119,0.0001425065,0.0001927265],"domain_scores_gemma":[0.9992911,0.00004043039,0.0001266317,0.0004296679,0.00005913253,0.0000530726],"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":[0.000007321094,0.00006526561,0.0004998657,0.000008218902,0.000007163559,5.539417e-7,0.00008914129,0.5595431,0.1791954,0.2221881,0.0007389586,0.03765688],"study_design_scores_gemma":[0.0001007854,0.00002635885,0.0009343054,0.000007230076,0.000003952945,0.00000804441,0.000001565066,0.9761594,0.002595101,0.01873949,0.00132735,0.00009644312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4468605,0.00002538225,0.5519795,0.0003281999,0.000328351,0.00009797475,6.308082e-7,0.00008545037,0.0002940045],"genre_scores_gemma":[0.9752121,0.00002223824,0.02415002,0.0001350844,0.000347807,0.00001830056,0.000005212791,0.000008591414,0.0001006779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5283516,"threshold_uncertainty_score":0.3386345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0231208928070468,"score_gpt":0.2351499554976216,"score_spread":0.2120290626905748,"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."}}