{"id":"W4413258825","doi":"10.5376/mgg.2025.16.0006","title":"Advances in the Collection and Utilization of Fresh-Eating Maize Germplasm Resources","year":2025,"lang":"en","type":"article","venue":"Maize Genomics and Genetics","topic":"Crop Yield and Soil Fertility","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Germplasm; Biotechnology; Agronomy; Agroforestry; Biology","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":[0.0001760054,0.00005422018,0.00008381721,0.00001059595,0.0001314055,0.0000364415,0.00006662519,0.00004410298,0.000008359516],"category_scores_gemma":[0.00002294523,0.00002177148,0.00001494524,0.0001640455,0.00005759503,0.00001816931,0.00004066586,0.00004354197,9.985985e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005964979,"about_ca_system_score_gemma":0.00000393761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009265198,"about_ca_topic_score_gemma":0.002456992,"domain_scores_codex":[0.9995627,0.00004161353,0.0001417706,0.0001230563,0.00004814731,0.00008265403],"domain_scores_gemma":[0.9997544,0.0001432335,0.0000385626,0.00003224067,0.00001871815,0.00001287301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001133829,0.00007069826,0.4182305,0.00006936434,0.000007730612,9.112528e-7,0.00280407,0.00007398923,0.07325791,0.001083506,0.0001074969,0.5041804],"study_design_scores_gemma":[0.0001154824,0.00007100969,0.9705085,0.00001535938,0.000006964915,0.000001343834,0.001742128,0.001168294,0.0009230443,0.004917407,0.02047375,0.00005672521],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938453,0.003996357,0.00001057721,0.0003267661,0.00003901673,0.0001099685,0.000007849005,0.000004021162,0.001660103],"genre_scores_gemma":[0.9956257,0.00410499,0.00008099808,0.00009741485,0.00002449822,0.000003495946,0.000002338472,2.900012e-7,0.00006021317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.552278,"threshold_uncertainty_score":0.1371059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01581423616289179,"score_gpt":0.2328245903521662,"score_spread":0.2170103541892744,"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."}}