{"id":"W4408240559","doi":"10.5376/mpb.2025.16.0010","title":"Case Study: Breeding Maize Varieties with High Protein Content","year":2025,"lang":"en","type":"article","venue":"Molecular Plant Breeding","topic":"Crop Yield and Soil Fertility","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Agronomy; Plant breeding; Animal breeding; Biotechnology","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":[0.0005995855,0.0002748189,0.000258047,0.0004851001,0.001024716,0.0005128112,0.0004638092,0.0008182622,0.001313337],"category_scores_gemma":[0.000646968,0.00009607401,0.0003708164,0.0007588743,0.000361511,0.0003173941,0.000531106,0.0005463119,0.0002627178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007506651,"about_ca_system_score_gemma":0.0004573247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003477305,"about_ca_topic_score_gemma":0.005882128,"domain_scores_codex":[0.9996079,0.00008866089,0.00001877792,0.0001105214,0.00011349,0.00006074235],"domain_scores_gemma":[0.9996978,0.00009686084,0.00004628578,0.00003638456,0.00004468699,0.00007804223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"case_report","study_design_scores_codex":[0.001653046,0.001157662,0.1016457,0.000732762,0.0001857739,0.07022498,0.006756556,0.006765331,0.6271806,0.01517057,0.00693662,0.1615905],"study_design_scores_gemma":[0.0003053776,0.007196082,0.2649148,0.0001456786,0.0003552463,0.06793295,0.01370494,0.0221299,0.4046066,0.008019087,0.2103687,0.0003206532],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722592,0.0004324365,0.01570378,0.001084886,0.00005901144,0.0001855232,0.0006781186,0.0002023498,0.009394708],"genre_scores_gemma":[0.9578471,0.0004460772,0.03323437,0.0002881563,0.0000188929,0.0000675077,0.0006493747,0.000084078,0.007364571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003477305,"threshold_uncertainty_score":0.006914139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0396240789824381,"score_gpt":0.2097079389259597,"score_spread":0.1700838599435216,"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."}}