{"id":"W2073325836","doi":"10.1002/cjce.20376","title":"Absorption of water/methanol binary system on ion‐exchange resins","year":2010,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Methanol; Chemistry; Absorption (acoustics); Catalysis; Chemical engineering; Ion-exchange resin; Phase (matter); Kinetics; Ion exchange; Swelling; Biodiesel production; Organic chemistry; Ion; Biodiesel; Materials science; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002062425,0.0000877161,0.0001243859,0.0001468211,0.00003642839,0.0000156565,0.0001884882,0.00008392191,0.00003857415],"category_scores_gemma":[0.00002755521,0.00006106342,0.00005853978,0.0001153146,0.00003930495,0.0000464023,0.000005413453,0.0004472546,0.00001476242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009148624,"about_ca_system_score_gemma":0.00003258183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001191652,"about_ca_topic_score_gemma":0.0000514301,"domain_scores_codex":[0.9994453,0.000004916296,0.0002253709,0.00005241485,0.0001013229,0.0001706917],"domain_scores_gemma":[0.9995258,0.00001794198,0.0000340984,0.0001723268,0.00006555776,0.0001842078],"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":[0.000002188242,0.000002979969,0.000005373625,0.00008094749,0.00002116036,0.000002815599,0.000190492,0.01117368,0.9866665,0.0009783424,0.0005453954,0.0003301025],"study_design_scores_gemma":[0.0001247822,0.00001596122,0.00009000466,0.00007606159,0.00001690663,0.0001203096,0.00002118586,0.00714118,0.9849209,0.0000268993,0.007349272,0.00009651162],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997642,0.0001221737,0.0002174957,0.0006478115,0.0007706126,0.00006668148,0.000008768648,0.0000427924,0.0004816837],"genre_scores_gemma":[0.9993119,0.000003192533,0.0002439435,0.00001069915,0.0003864511,0.000003790345,0.000002047516,0.00001894888,0.00001909054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006803876,"threshold_uncertainty_score":0.2490094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009747820504895238,"score_gpt":0.1805603180749729,"score_spread":0.1708124975700776,"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."}}