{"id":"W4387526392","doi":"10.21203/rs.3.rs-3390223/v1","title":"Validation of Low-cost Reflectometer to Identify Phytochemical Accumulation in Food Crops","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Antioxidant Activity and Oxidative Stress","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nutrition International","funders":"","keywords":"Phytochemical; Crop; Cultivar; Limiting; Cropping; Biology; Biotechnology; Agriculture; Agronomy; Botany; Ecology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002759158,0.0006748186,0.0004044005,0.0009062936,0.0004378483,0.0009666313,0.0007896737,0.0009566698,0.001930078],"category_scores_gemma":[0.003527085,0.0002371453,0.0005225136,0.0008151726,0.0004669433,0.0005320408,0.0005151704,0.000650059,0.0009624633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004026311,"about_ca_system_score_gemma":0.0005800732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001895039,"about_ca_topic_score_gemma":0.003241118,"domain_scores_codex":[0.9976887,0.0008709171,0.0001228051,0.0005521165,0.0006755158,0.0000898829],"domain_scores_gemma":[0.9976022,0.0008369763,0.0003533167,0.0003718405,0.0007558769,0.00007988726],"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":[0.0008753793,0.0007184257,0.06268416,0.0003124881,0.0001415111,0.00007913558,0.0002539025,0.00144958,0.8969051,0.0003122417,0.0005643897,0.03570364],"study_design_scores_gemma":[0.0000785734,0.002784174,0.1776327,0.00009296829,0.0003307856,0.000426223,0.000503704,0.01323005,0.7973279,0.000662365,0.006849256,0.00008122167],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9147211,0.0006147823,0.07801897,0.0002589519,0.0001293445,0.0004807609,0.002367824,0.000520116,0.002888283],"genre_scores_gemma":[0.8875617,0.0003771239,0.107237,0.0003179708,0.00002628064,0.0004185222,0.0013184,0.000175602,0.002567298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002759158,"threshold_uncertainty_score":0.01459199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3185136707121435,"score_gpt":0.5463001384072831,"score_spread":0.2277864676951395,"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."}}