{"id":"W3094518472","doi":"10.1002/pld3.277","title":"Increasing zinc concentration in maize grown under contrasting soil types in Malawi through agronomic biofortification: Trial protocol for a field experiment to detect small effect sizes","year":2020,"lang":"en","type":"article","venue":"Plant Direct","topic":"Plant Micronutrient Interactions and Effects","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Environment Research Council; Sight Research UK; Bank of Canada; Bill and Melinda Gates Foundation","keywords":"Biofortification; Agronomy; Randomized block design; Staple food; Micronutrient; Vertisol; Crop; Fertilizer; Biology; Agriculture; Environmental science; Zinc; Biotechnology; Soil water; Ecology; Chemistry","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":[0.0002850041,0.0001420043,0.0002401966,0.00001236498,0.00008563296,0.00007865707,0.0001020571,0.00007358669,0.00004340006],"category_scores_gemma":[0.0002581972,0.00006894987,0.00006012107,0.000163114,0.000009094042,0.0001032365,0.00002396979,0.00008466849,0.00001075602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006845885,"about_ca_system_score_gemma":0.00001272478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000779031,"about_ca_topic_score_gemma":0.001045911,"domain_scores_codex":[0.9989369,0.0001462596,0.0002916433,0.0003035407,0.00006456927,0.0002571197],"domain_scores_gemma":[0.9982722,0.001534704,0.00008948604,0.00003084946,0.00001303004,0.00005975936],"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":[0.02833577,0.00009732653,0.002357375,0.00004997954,0.00001567725,0.000006257649,0.000242465,0.0001813078,0.9597648,0.00004394925,0.0003886168,0.008516459],"study_design_scores_gemma":[0.0142673,0.004341643,0.008551018,0.0005323141,0.00002239485,0.00001648109,0.0002118011,0.003800343,0.9524583,0.0000878349,0.01515597,0.0005545559],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655107,0.00001469037,0.00005647283,0.0008773923,0.00009584476,0.03307146,0.00005538555,0.00004401273,0.0002740117],"genre_scores_gemma":[0.9643348,0.000002406784,0.0002677133,0.0003272425,0.0002155457,0.03476097,0.00008299163,0.000001622984,0.000006667445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01476735,"threshold_uncertainty_score":0.2811694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05770873073382451,"score_gpt":0.2866732061107067,"score_spread":0.2289644753768822,"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."}}