{"id":"W3163029755","doi":"10.3390/inventions6020031","title":"Microorganisms, the Ultimate Tool for Clean Label Foods?","year":2021,"lang":"en","type":"article","venue":"Inventions","topic":"Probiotics and Fermented Foods","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Thammasat University; Queen's University; Queen's University Belfast","keywords":"Microorganism; Biotechnology; Beneficial organism; Food science; Probiotic; Biochemical engineering; Business; Biology; Engineering; Bacteria","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0007075847,0.0005708201,0.0007219934,0.0006263461,0.0004347026,0.002202476,0.0004881423,0.00206822,0.003658172],"category_scores_gemma":[0.0009217098,0.0002227294,0.0003898506,0.0005915564,0.001673485,0.003306867,0.0009074018,0.002050088,0.002781219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005292883,"about_ca_system_score_gemma":0.000586776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003978773,"about_ca_topic_score_gemma":0.0005160813,"domain_scores_codex":[0.9993913,0.0001710108,0.00002752551,0.0001257238,0.0002008919,0.00008352997],"domain_scores_gemma":[0.9997204,0.00009102964,0.00005216884,0.0000254442,0.00006997366,0.0000410149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003924173,0.0001956734,0.001918269,0.01064245,0.0001063453,0.0008462413,0.001324981,0.0003039394,0.1600391,0.1551351,0.03918719,0.6299084],"study_design_scores_gemma":[0.000009616449,0.0002413356,0.0006139508,0.0009789643,0.00004563393,0.0007288433,0.0007308388,0.0001156704,0.03142086,0.01908668,0.9459947,0.00003295375],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008941493,0.9294327,0.01265045,0.02306986,0.004803925,0.00002266297,0.0001629111,0.0001240228,0.02079185],"genre_scores_gemma":[0.1091017,0.8157501,0.02707693,0.01080789,0.003723584,0.00008123418,0.0002147619,0.0001202649,0.03312356],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003658172,"threshold_uncertainty_score":0.01223779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03961005710048137,"score_gpt":0.253102297736042,"score_spread":0.2134922406355607,"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."}}