{"id":"W2108289013","doi":"10.1007/s11814-009-0310-8","title":"Development of a hydrogen purifier with Pd-based composite membrane","year":2010,"lang":"en","type":"article","venue":"Korean Journal of Chemical Engineering","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydrogen; Permeation; Membrane; Chemistry; Chemical engineering; Chromatography; Materials science; Waste management; Organic chemistry; Engineering","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":[0.0002521547,0.0003801492,0.0005956355,0.0003156658,0.0003938682,0.0004131507,0.0004882182,0.0007903203,0.0005052107],"category_scores_gemma":[0.0001839999,0.0003216717,0.0006040731,0.0002809723,0.000195344,0.0007216608,0.0003914508,0.00056107,0.0003344463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003394584,"about_ca_system_score_gemma":0.0003800021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007112239,"about_ca_topic_score_gemma":0.001059467,"domain_scores_codex":[0.9998542,0.00001106106,0.00001023855,0.00003949138,0.00006006019,0.00002488881],"domain_scores_gemma":[0.9999185,0.00001249397,0.00001289317,0.000007692928,0.00003010269,0.00001831988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002461784,0.00002191482,0.00006406091,0.00004146474,0.000006901522,0.00005049452,0.000009463467,0.0001206467,0.9976507,0.0001028884,0.00002280538,0.001884054],"study_design_scores_gemma":[0.000004650677,0.00006900719,0.000287587,0.000001473211,0.00001277127,0.00007125749,0.00000682546,0.001350601,0.9972039,0.00001278812,0.0009747173,0.000004470193],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9459556,0.00208676,0.04748643,0.0002333997,0.0001297162,0.0001274727,0.000131881,0.0005091659,0.003339587],"genre_scores_gemma":[0.9467384,0.001484027,0.04531322,0.00008792926,0.00003485227,0.00007762587,0.0002250156,0.00004795644,0.005991004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007903203,"threshold_uncertainty_score":0.002462983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005408596583023565,"score_gpt":0.1849285553798771,"score_spread":0.1795199587968535,"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."}}