{"id":"W4412815607","doi":"10.18280/ijdne.200623","title":"Boosting Antioxidant Activity in Butterfly Pea via Banana Peel-Tithonia Organic Fertilizers","year":2025,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Plant Growth and Agriculture Techniques","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tithonia; Butterfly; Boosting (machine learning); Horticulture; Botany; Biotechnology; Biology; Computer science; Ecology; Artificial intelligence","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":[0.0003903451,0.0001355426,0.0002042906,0.00008753454,0.00006293241,0.00008732858,0.0003548701,0.0001937805,0.00001872997],"category_scores_gemma":[0.0001131802,0.00005642913,0.00007838557,0.0002642643,0.00002557834,0.0002549456,0.00005956639,0.000522848,8.997262e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008846066,"about_ca_system_score_gemma":0.00002536141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004109263,"about_ca_topic_score_gemma":0.0003736443,"domain_scores_codex":[0.9990801,0.00006985485,0.0002923778,0.0001565021,0.000233641,0.000167491],"domain_scores_gemma":[0.9992724,0.0002354241,0.0002125411,0.0000250843,0.000197934,0.00005660716],"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":[0.0003082388,0.0001003269,0.01583428,0.00000912307,0.00007837881,0.000198373,0.00003619086,0.00002610317,0.9366056,0.0002806837,0.001194238,0.04532852],"study_design_scores_gemma":[0.0009125065,0.0004318977,0.9465756,0.0007041808,0.00006995655,0.0008487899,0.0001888142,0.006387617,0.03305612,0.006909696,0.003413484,0.0005012975],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917616,0.0005111509,0.003333554,0.003667379,0.000368091,0.00009407786,0.00001761451,0.00002202488,0.0002244899],"genre_scores_gemma":[0.9980275,0.0004309728,0.0008155164,0.0004655778,0.0001589863,0.000001209607,0.000007480463,9.078546e-7,0.00009187459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9307414,"threshold_uncertainty_score":0.2301113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007667928246384716,"score_gpt":0.2267073346816816,"score_spread":0.2190394064352969,"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."}}