{"id":"W4389194761","doi":"10.22215/etd/2023-15815","title":"Low Frequency - High Intensity Ultrasound Treatment in Flaxseed Mucilage Extraction and Mucilage Application as a Fat Replacer in Hazelnut Spread","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Polysaccharides Composition and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mucilage; Extraction (chemistry); Food science; Yield (engineering); Chemistry; Botany; Materials science; Chromatography; Biology; Composite material","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":[0.0001572126,0.0003377014,0.0003947058,0.0001353506,0.0001669518,0.0001159588,0.0001673607,0.0003780813,0.0002736297],"category_scores_gemma":[0.0000402182,0.0001701854,0.00008799299,0.0008888547,0.00003664154,0.0001811758,0.00002038411,0.000256165,0.0002222654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000291467,"about_ca_system_score_gemma":0.00002398163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02123886,"about_ca_topic_score_gemma":0.1067591,"domain_scores_codex":[0.9981409,0.00005694889,0.0004946084,0.0007890233,0.0002131309,0.0003053632],"domain_scores_gemma":[0.9992012,0.0002241302,0.000217755,0.0001558496,0.0000859752,0.0001150356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001040947,0.0003475747,0.00395866,0.00002197197,0.00001669284,0.00001292824,0.0003685561,0.000004046808,0.9729645,0.001163515,0.0001339793,0.02090352],"study_design_scores_gemma":[0.00080888,0.0003945143,0.8079972,0.0002803253,0.00007322722,0.000036329,0.00494073,0.0001991853,0.1723375,0.0107817,0.001193057,0.0009572986],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954139,0.00007889182,0.000006487529,0.0007342009,0.0001634608,0.001120726,0.00006674199,0.0001933732,0.002222225],"genre_scores_gemma":[0.9861085,0.0004955719,0.00007945795,0.0001183023,0.0001215105,0.0007414878,0.003940969,0.000005401183,0.008388809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8040386,"threshold_uncertainty_score":0.9852788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01392000058714426,"score_gpt":0.2622753749405987,"score_spread":0.2483553743534545,"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."}}