{"id":"W2337260330","doi":"10.1007/978-3-319-01095-3_6","title":"Application of Gas Separation Membranes","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Membrane; Process engineering; Modular design; Unit operation; Membrane technology; Gas separation; Biochemical engineering; Component (thermodynamics); Engineering; Nanotechnology; Computer science; Materials science; Chemistry; Chemical engineering; Physics","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":[0.00008492408,0.0001891488,0.000262079,0.0001001373,0.00001030414,0.000006065658,0.00008795641,0.0002269046,0.0008592283],"category_scores_gemma":[0.00000121128,0.000188765,0.00007417684,0.00002105667,0.00002354868,0.00006443573,0.00000344913,0.000108404,0.0003481245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002664638,"about_ca_system_score_gemma":0.00002286784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006955547,"about_ca_topic_score_gemma":0.00004698873,"domain_scores_codex":[0.9992191,0.000002201728,0.0003381393,0.0001387364,0.0002223564,0.00007942548],"domain_scores_gemma":[0.9994999,0.000009746069,0.0000598165,0.0002602316,0.0001074333,0.00006292484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004797879,0.00002752943,0.00001387554,0.001887957,0.0002999692,0.000005292952,0.0003901166,0.1063579,0.01178769,0.795215,0.05692837,0.02703844],"study_design_scores_gemma":[0.0002024162,0.00002160741,0.000006225549,0.00002992341,0.00005766559,0.000004144744,0.000003301513,0.0183368,0.005569328,0.006015254,0.9694741,0.0002792835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004148348,0.0005984823,0.01624331,0.00002226266,0.0001408443,0.0002582095,0.00002131324,0.0002621519,0.9824119],"genre_scores_gemma":[0.1061771,0.00083582,0.0007574725,0.00004738833,0.0002707106,0.00003141783,0.001073483,0.0001315099,0.8906751],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9125457,"threshold_uncertainty_score":0.9407946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02298388351801924,"score_gpt":0.2534503352732891,"score_spread":0.2304664517552699,"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."}}