{"id":"W4234891558","doi":"10.1007/978-3-030-30515-4_15","title":"Determination of Soluble Carbohydrates","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Chemistry; Chromatography; Decomposition; High-performance liquid chromatography; Sodium hydroxide; Environmental chemistry; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002691792,0.001199287,0.0005142728,0.001212601,0.0003411077,0.0007665145,0.0008352267,0.0006133295,0.02245905],"category_scores_gemma":[0.0002090287,0.0004847137,0.0005469233,0.0008247159,0.000264752,0.0008597551,0.0006676717,0.001412439,0.02585341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003522022,"about_ca_system_score_gemma":0.0003834497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009372976,"about_ca_topic_score_gemma":0.002783999,"domain_scores_codex":[0.9996558,0.00001918045,0.000008254178,0.00008474942,0.0002038809,0.000028103],"domain_scores_gemma":[0.9999225,0.00001597374,0.000005587249,0.0000109552,0.00003571966,0.00000917396],"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":[0.00006532739,0.0001020201,0.0002087667,0.0006557166,0.00002949736,0.0001303571,0.00004837426,0.0002587672,0.7751535,0.004100225,0.02147804,0.1977695],"study_design_scores_gemma":[0.000005932965,0.0001238931,0.001572017,0.0001200063,0.0000288916,0.0005863794,0.00005267499,0.0008724254,0.6590161,0.002080744,0.3355086,0.00003227887],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.03598376,0.0545174,0.3339984,0.001209055,0.003109255,0.0007626499,0.006805571,0.004709677,0.5589042],"genre_scores_gemma":[0.03741213,0.02801733,0.09119379,0.0008244987,0.000227188,0.0003056519,0.007712077,0.0005639216,0.8337434],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02245905,"threshold_uncertainty_score":0.07513303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03527732918847367,"score_gpt":0.272100451332605,"score_spread":0.2368231221441313,"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."}}