{"id":"W2354302844","doi":"","title":"Design and Implementation of a Experiment of the Extraction and Purification of Polysaccharides","year":2007,"lang":"en","type":"article","venue":"Research and Exploration in Laboratory","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Glycobiology; Polysaccharide; Extraction (chemistry); Process (computing); Computer science; Biochemical engineering; Engineering; Process engineering; Chromatography; Chemistry; Biochemistry; Glycan; Glycoprotein","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":[0.001714586,0.00004129616,0.00006691358,0.0001169614,0.00003862675,0.000008615339,0.00005075654,0.00005943392,0.000002656225],"category_scores_gemma":[0.0001318443,0.00003178752,0.000007036472,0.0001859579,0.0003053315,0.00001877554,0.00005458615,0.00005764158,9.380849e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008652688,"about_ca_system_score_gemma":0.00010564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005132353,"about_ca_topic_score_gemma":0.00004304427,"domain_scores_codex":[0.9991723,0.0001003842,0.000260729,0.00009660805,0.0002570657,0.0001129618],"domain_scores_gemma":[0.9994029,0.00005395343,0.0000853137,0.0001086528,0.0003026784,0.00004646834],"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":[0.00009711018,0.00003711453,0.003928129,0.00008071059,0.000005751188,7.449687e-8,0.0009341062,0.000003168634,0.986378,0.0001907652,0.00005679354,0.008288302],"study_design_scores_gemma":[0.0002903796,0.0003742994,0.0203272,0.00001757365,0.000001459695,3.886285e-7,0.006143391,0.00008609178,0.972334,0.0002221565,0.0001745583,0.00002850593],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928682,0.000939564,0.005717775,0.0001491848,0.00001718614,0.0002835273,0.000007177588,7.480366e-7,0.00001657167],"genre_scores_gemma":[0.9961401,0.002389117,0.001414626,0.00000580783,0.00001667895,0.00001444067,0.000008073231,0.000002983129,0.000008159014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01639908,"threshold_uncertainty_score":0.1296257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05700026023837229,"score_gpt":0.3938063430651669,"score_spread":0.3368060828267946,"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."}}