{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000763684,0.0006206899,0.0005991514,0.0004713583,0.0002449698,0.0003294915,0.0002337956,0.0003486752,0.002511167],"category_scores_gemma":[0.001472464,0.0001747302,0.0003344357,0.0003236694,0.000178132,0.000291599,0.0002528719,0.0002861696,0.0004475014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003460685,"about_ca_system_score_gemma":0.0004842419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000686735,"about_ca_topic_score_gemma":0.001115446,"domain_scores_codex":[0.999325,0.0001340162,0.00003811222,0.0001411178,0.0003129847,0.00004876288],"domain_scores_gemma":[0.9992456,0.0003702897,0.0001273693,0.00005163196,0.0001836378,0.00002143037],"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":[0.0008581724,0.0002775825,0.001515399,0.0007085127,0.0000544586,0.0001117356,0.0002107296,0.06232191,0.8618712,0.0007386699,0.0006623415,0.07066929],"study_design_scores_gemma":[0.00009635055,0.005432521,0.01304818,0.0000483901,0.00008449555,0.0002213339,0.00007713096,0.1012749,0.8678058,0.0004479185,0.01138158,0.00008132874],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8609622,0.001259549,0.1279841,0.00009006892,0.00002600824,0.0004616406,0.0008990655,0.0008544485,0.007462913],"genre_scores_gemma":[0.9483123,0.000555145,0.04597713,0.00006125613,0.000007689453,0.0004532859,0.0006560274,0.00008110647,0.003895907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002511167,"threshold_uncertainty_score":0.008400738,"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."}}