{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004335996,0.0006851827,0.000615108,0.003877947,0.0003811396,0.002538121,0.000627065,0.0007627691,0.0007245288],"category_scores_gemma":[0.005291343,0.000232294,0.001007671,0.002433697,0.0004705168,0.001013829,0.0008550439,0.0006025672,0.0003295609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009848595,"about_ca_system_score_gemma":0.0004758824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001390334,"about_ca_topic_score_gemma":0.002104467,"domain_scores_codex":[0.9970293,0.0005496111,0.0001851944,0.0004597601,0.001658068,0.0001181067],"domain_scores_gemma":[0.9977313,0.0007568562,0.0003015804,0.0002138532,0.0009429051,0.00005342237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001554043,0.0007057693,0.04630271,0.001733036,0.0004699196,0.0004944551,0.000761334,0.05368672,0.2377219,0.0050814,0.001650896,0.6498378],"study_design_scores_gemma":[0.00008204519,0.002247078,0.1587116,0.0003600432,0.0004281415,0.0009435439,0.001166508,0.3279279,0.4829034,0.01044035,0.01452386,0.0002654112],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7142505,0.006501476,0.2627212,0.0004465129,0.0001171138,0.0004447904,0.001266736,0.0008961167,0.01335551],"genre_scores_gemma":[0.8090202,0.001855674,0.1859925,0.00008681272,0.00002964448,0.000139954,0.001255416,0.000119822,0.001500036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004335996,"threshold_uncertainty_score":0.02293122,"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."}}