{"id":"W2114694006","doi":"10.5539/mas.v3n4p117","title":"Hydrotropic Study on Furfural - Comprehensive Design Expert Plot","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Furfural; Chemistry; Sodium benzoate; Solubility; Mass transfer coefficient; Urea; Mass transfer; Chromatography; Organic chemistry; Food science","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":[0.0001606375,0.0002192729,0.0002413893,0.00006281609,0.0003975687,0.0001616635,0.0006906721,0.00005059941,0.00007806077],"category_scores_gemma":[0.00001017789,0.0001793045,0.00003740258,0.0003002929,0.0001512887,0.0001047595,0.00005988529,0.0001590454,0.0001050308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001453156,"about_ca_system_score_gemma":0.0000806115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000287945,"about_ca_topic_score_gemma":0.000001311897,"domain_scores_codex":[0.9977868,0.0000153172,0.0002302439,0.0006504081,0.000837822,0.00047945],"domain_scores_gemma":[0.9990931,0.00005136516,0.00007909528,0.0005636181,0.00005124983,0.000161536],"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":[0.00007110361,0.0002809014,0.0001213531,0.000001994518,0.000004530898,0.000009926475,0.001945463,0.0005543634,0.9888384,0.0001571367,0.00006909764,0.007945683],"study_design_scores_gemma":[0.003730452,0.0009765076,0.01394747,0.00007906314,0.00002378473,0.00002118075,0.00804771,0.1029905,0.8632988,0.003880843,0.001499709,0.001503955],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620021,0.00005870013,0.005674316,0.00006066752,0.00009057546,0.000373234,0.000001722883,0.0001776316,0.03156108],"genre_scores_gemma":[0.9989078,0.000001604056,0.0002163886,0.0003542119,0.00008462392,0.00004877461,5.218494e-7,0.00001313259,0.0003729482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1255396,"threshold_uncertainty_score":0.7311826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05454451550250454,"score_gpt":0.2845255156943985,"score_spread":0.2299810001918939,"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."}}