{"id":"W4401891246","doi":"10.3390/membranes14090183","title":"Simulating the Permeation of Toxic Chemicals through Barrier Materials","year":2024,"lang":"en","type":"article","venue":"Membranes","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Permeation; Environmental science; Environmental chemistry; Chemistry; Materials science; Membrane","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002900773,0.0003752536,0.0004730602,0.0003928742,0.0004448544,0.0006089653,0.0006223414,0.001653043,0.002404373],"category_scores_gemma":[0.001200355,0.0002727703,0.0006847053,0.0004030986,0.0005096549,0.0004623056,0.0003406688,0.0006399521,0.0001504837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001079525,"about_ca_system_score_gemma":0.00095998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01313135,"about_ca_topic_score_gemma":0.006065486,"domain_scores_codex":[0.9998832,0.00002577264,0.000006148734,0.00001725126,0.00002551349,0.00004213084],"domain_scores_gemma":[0.9992133,0.0005792466,0.00005517053,0.0000315783,0.0000873383,0.00003336899],"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":[0.0000618147,0.00005214521,0.0007089815,0.00004364052,0.000008811397,0.00005963764,0.0000309226,0.9920805,0.004127576,0.001693231,0.00009996095,0.001032839],"study_design_scores_gemma":[0.00001189328,0.00004057123,0.0001818379,0.000004142862,0.00000405451,0.000007076778,0.00001594404,0.9979987,0.00136018,0.0001858742,0.0001859417,0.000003806427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676962,0.0002755795,0.01902109,0.0003262302,0.00006708803,0.00007169161,0.0004955092,0.000153068,0.01189352],"genre_scores_gemma":[0.9887125,0.0001951743,0.008428997,0.00004074691,0.000004922706,0.00008053551,0.0001623705,0.00001945286,0.002355262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01313135,"threshold_uncertainty_score":0.02610981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01420999678372881,"score_gpt":0.2569264865859591,"score_spread":0.2427164898022303,"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."}}