{"id":"W4392110551","doi":"10.3390/fermentation10030124","title":"Application of Fermentation as a Strategy for the Transformation and Valorization of Vegetable Matrices","year":2024,"lang":"en","type":"article","venue":"Fermentation","topic":"Probiotics and Fermented Foods","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Consejo Superior Universitario Centroamericano; International Development Research Centre","keywords":"Fermentation; Biotechnology; Lactic acid; Food science; Lactic acid fermentation; Biology; Organoleptic; Biochemical engineering; Business; Bacteria; Engineering","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":[0.0001575468,0.00005473658,0.00006338675,0.00001799976,0.00007535557,0.00003953577,0.00004814558,0.00003652842,0.00001491412],"category_scores_gemma":[0.000004368957,0.00002247754,0.00003179846,0.0002156035,0.00002405337,0.0002160575,0.000005452464,0.00002283545,0.000001600903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001362843,"about_ca_system_score_gemma":0.000007057593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001082633,"about_ca_topic_score_gemma":0.00001574719,"domain_scores_codex":[0.9995107,0.00001564886,0.0002044365,0.0001011454,0.000103946,0.00006410023],"domain_scores_gemma":[0.9997631,0.00006654766,0.00008196067,0.00002181943,0.00005349036,0.00001303714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003485437,0.00002735414,0.0003342712,0.0001251205,0.00001956928,1.906184e-8,0.0004708522,0.0001834949,0.8278683,0.01560055,0.00001206567,0.1553236],"study_design_scores_gemma":[0.0007662796,0.001817432,0.2696363,0.0001557014,0.0003193434,0.000006666011,0.004398533,0.1474528,0.541429,0.03183014,0.001913118,0.0002746974],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850786,0.0005605345,0.01267543,0.000508696,0.00008160614,0.0008066127,0.00006470358,0.00002337931,0.0002004446],"genre_scores_gemma":[0.9991481,0.0002785209,0.0001024673,0.00001523514,0.00003706449,0.00006678164,0.000318397,8.706429e-7,0.00003253386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2864393,"threshold_uncertainty_score":0.09166075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01865710332359072,"score_gpt":0.268776596662596,"score_spread":0.2501194933390052,"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."}}