{"id":"W2145520637","doi":"10.6000/1929-6037.2013.02.04.1","title":"Investigation on the Thermal Stability of Refined Palm Oil Produced from Membrane-Based Refining Technique","year":2013,"lang":"en","type":"article","venue":"Journal of Membrane and Separation Technology","topic":"Oil Palm Production and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refining (metallurgy); Ultrafiltration (renal); Peroxide value; Palm oil; Chemistry; Membrane; Pulp and paper industry; Process (computing); Chromatography; Process engineering; Chemical engineering; Organic chemistry; Computer science; Food science; Biochemistry; Engineering","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":[0.001151073,0.0001232747,0.0002414069,0.0001158021,0.0001200651,0.0000188493,0.0002023477,0.0001656913,0.0008045993],"category_scores_gemma":[0.0007083465,0.00008030212,0.00005373534,0.0003651223,0.0004550306,0.0002232945,0.00004176769,0.0003442359,0.00001275971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008180213,"about_ca_system_score_gemma":0.00004995747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001344222,"about_ca_topic_score_gemma":0.00002142191,"domain_scores_codex":[0.9985684,0.0002322136,0.000553222,0.0002307922,0.0002786125,0.0001368059],"domain_scores_gemma":[0.9988206,0.0001546872,0.0004822375,0.0003669802,0.0001260761,0.00004943824],"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":[0.00009709961,0.00006610557,0.03025001,0.00002759415,0.00001190414,0.000001088086,0.0002502069,0.0002850087,0.9548349,0.0002251866,0.0001544885,0.01379641],"study_design_scores_gemma":[0.0003487716,0.0002863567,0.01443794,0.00002425543,0.00001431562,0.000007342532,0.0003551561,0.000308902,0.9813767,0.002115752,0.0006382304,0.00008626902],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796205,0.00002238901,0.00007975508,0.01908464,0.00006150993,0.0001537195,0.000001547561,0.00003118654,0.0009447332],"genre_scores_gemma":[0.9981089,0.00001395927,0.001433583,0.0002908486,0.0000298049,0.0000361648,0.000002330319,0.000007089589,0.00007734277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0265418,"threshold_uncertainty_score":0.8809798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0220655987949222,"score_gpt":0.2368638321963817,"score_spread":0.2147982334014595,"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."}}