{"id":"W4395465244","doi":"10.18280/ijdne.190203","title":"Robust Near Infrared Spectroscopy for Rapid and Simultaneous Determination of Fermented Cocoa Pod Husk Feed Quality Attributes","year":2024,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Food Chemistry and Fat Analysis","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Syiah Kuala","keywords":"Husk; Point of delivery; Near-infrared spectroscopy; Fermentation; Quality (philosophy); Agricultural engineering; Materials science; Pulp and paper industry; Food science; Process engineering; Mathematics; Engineering; Chemistry; Biology; Agronomy; Botany; Physics","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":[0.0003627519,0.0001046844,0.0001998557,0.00003440958,0.00006459178,0.0001460085,0.0001698466,0.0001532626,0.00002585543],"category_scores_gemma":[0.0002235669,0.00005063724,0.0001185852,0.000125527,0.00005631834,0.0001630521,0.00002733339,0.0002062204,2.113176e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000390899,"about_ca_system_score_gemma":0.00002001098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006164961,"about_ca_topic_score_gemma":0.00001936321,"domain_scores_codex":[0.9991484,0.00002995828,0.0003618446,0.0001386762,0.0002205372,0.0001006057],"domain_scores_gemma":[0.9986245,0.0007265677,0.0002196116,0.00002318958,0.0003517125,0.00005442706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00150344,0.0002496398,0.001467418,0.0001377107,0.0007747295,0.00009013573,0.0003333239,0.0007185108,0.8355732,0.0007346225,0.0006659605,0.1577513],"study_design_scores_gemma":[0.003096276,0.004306912,0.02283934,0.0009723816,0.000854419,0.000874318,0.001516974,0.7597261,0.1646817,0.02817185,0.01178685,0.001172875],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870122,0.00214117,0.008203766,0.001809307,0.0003181167,0.0001355698,0.0002552269,0.0000157812,0.0001088597],"genre_scores_gemma":[0.9943678,0.0004986806,0.004674323,0.00006648404,0.0002025306,0.00000146878,0.00008827097,0.000001385603,0.0000990511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7590076,"threshold_uncertainty_score":0.2064927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02113269653367753,"score_gpt":0.2703954490771148,"score_spread":0.2492627525434373,"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."}}