{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009950033,0.00005563517,0.00005670178,0.000002467671,0.0003634193,0.00007599544,0.0001292091,0.00003909781,0.0002806872],"category_scores_gemma":[0.00003369025,0.00001865183,0.00008667407,0.0001519498,0.00003187176,0.00003356577,0.00005337636,0.00005280724,0.0000404934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008362319,"about_ca_system_score_gemma":0.00000748247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001002389,"about_ca_topic_score_gemma":0.0002333755,"domain_scores_codex":[0.9995346,0.00002336249,0.0001090609,0.0001288963,0.00005204837,0.0001520402],"domain_scores_gemma":[0.9997658,0.00005995032,0.00003024723,0.00005234177,0.00006468707,0.00002697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000622923,0.000258948,0.0005147943,0.000008178851,0.00004316976,0.000002103053,0.00004742615,0.000001132109,0.8992169,0.03945331,0.01071868,0.04972909],"study_design_scores_gemma":[0.00090605,0.0004868005,0.06241747,0.00006529489,0.0001311345,0.00004415452,0.001266548,0.0005451738,0.2304484,0.07268982,0.6304778,0.0005213077],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804567,0.0002951125,0.000314976,0.01576293,0.000354889,0.0003550593,0.0003686465,0.00007671769,0.002015038],"genre_scores_gemma":[0.9952505,0.00003756643,0.001035537,0.0009060772,0.0001430021,0.0000273686,0.0001814344,9.424525e-7,0.002417533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6687686,"threshold_uncertainty_score":0.3073328,"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."}}