{"id":"W2902576147","doi":"10.1002/btpr.2762","title":"Raw material quality assessment approaches comparison in pectin production","year":2018,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Innovationsfonden","keywords":"Raw material; Production (economics); Pectin; Quality (philosophy); Pulp and paper industry; Environmental science; Food science; Chemistry; Biotechnology; Biology; Engineering; Organic chemistry; Economics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003277452,0.0001898257,0.000374278,0.0002594093,0.0001206395,0.00004358777,0.0003702192,0.0005578238,0.0004617715],"category_scores_gemma":[0.00009896539,0.000178034,0.00004874203,0.0007204311,0.0007553049,0.00007058957,0.000115844,0.0003644513,0.0000251304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001800348,"about_ca_system_score_gemma":0.00004157294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005792814,"about_ca_topic_score_gemma":0.00006894558,"domain_scores_codex":[0.9984344,0.0000368664,0.0004008663,0.0005599672,0.0001939517,0.0003739204],"domain_scores_gemma":[0.9991685,0.00001695181,0.0002153016,0.0005229566,0.00004261506,0.00003367088],"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":[0.0002402689,0.001504711,0.4811887,0.0002348309,0.0001739922,0.00000847718,0.0002311788,0.000002344246,0.4833916,0.006847013,0.0007087038,0.02546816],"study_design_scores_gemma":[0.0003044648,0.00007874679,0.011394,0.00001363261,0.00003594885,0.00001019458,0.0008724831,0.0001098225,0.9852993,0.0003531285,0.0013205,0.0002077852],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943181,0.0002788494,0.0001674007,0.001979615,0.0002397786,0.0001233625,0.000005041002,0.0004329802,0.002454829],"genre_scores_gemma":[0.9959874,0.00001365611,0.003270797,0.00001079183,0.0003325924,0.00008127389,0.000027727,0.00001704593,0.0002587028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5019077,"threshold_uncertainty_score":0.7260017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09126944377857234,"score_gpt":0.3762459173460806,"score_spread":0.2849764735675083,"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."}}