{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009434631,0.0003051632,0.0002433426,0.000242469,0.0001353182,0.0002362119,0.0001914839,0.0001620435,0.0007594752],"category_scores_gemma":[0.00008880392,0.00009822961,0.000197245,0.0001359562,0.0001121313,0.000176435,0.0002014466,0.0002221347,0.00009633583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001894986,"about_ca_system_score_gemma":0.0002518045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001129138,"about_ca_topic_score_gemma":0.003327154,"domain_scores_codex":[0.9999201,0.00001178353,0.000006962505,0.00002313494,0.00001945371,0.00001861565],"domain_scores_gemma":[0.9999388,0.000007678192,0.00002092602,0.000003635599,0.000009740583,0.00001909092],"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":[0.000221774,0.00008974333,0.0003738621,0.00008978332,0.000007400754,0.00002477731,0.000008452862,0.0000381714,0.9967685,0.00001519582,0.0000109094,0.002351645],"study_design_scores_gemma":[0.00005060116,0.002590385,0.0184193,0.00002362736,0.00005928662,0.0001026141,0.0000950111,0.0006554011,0.975685,0.00005165619,0.002257965,0.000009056183],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982058,0.0007201557,0.0004846463,0.00003534536,0.00001298852,0.00001962044,0.00008469754,0.00002248861,0.0004142313],"genre_scores_gemma":[0.9962205,0.000635407,0.001816724,0.00004218995,0.000004672796,0.00002551079,0.0001213179,0.000007402317,0.001126334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001129138,"threshold_uncertainty_score":0.002540708,"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."}}