{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000283126,0.0001857586,0.0002311561,0.00002205855,0.0003490371,0.000168666,0.0001865017,0.00007588242,0.00005161536],"category_scores_gemma":[0.00004258458,0.00007119306,0.000062276,0.000283936,0.00005266186,0.0000810843,0.0001216002,0.0001813722,0.000003259419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003264619,"about_ca_system_score_gemma":0.00001163687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005866087,"about_ca_topic_score_gemma":0.002035597,"domain_scores_codex":[0.9987992,0.00005875607,0.0002177557,0.0003770099,0.000240799,0.0003064851],"domain_scores_gemma":[0.9996362,0.00007957466,0.00005616336,0.00007743959,0.00007543618,0.00007517268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002311685,0.0002801568,0.02711598,0.00003087441,0.0001139072,0.007459328,0.0004000459,0.00000780705,0.9512914,0.00247012,0.000128821,0.01047038],"study_design_scores_gemma":[0.007047967,0.01243995,0.4736095,0.001414722,0.0008089649,0.008178174,0.1255462,0.001407987,0.3544877,0.003888356,0.006954197,0.004216176],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997412,0.00005559074,0.00008354479,0.0006955471,0.0001075814,0.0005697631,0.00002693244,0.0001088467,0.0009401559],"genre_scores_gemma":[0.9992864,0.000001024677,0.00006614898,0.000186703,0.00006047609,0.00004873359,0.00001739341,0.000001229228,0.0003318503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5968037,"threshold_uncertainty_score":0.8867807,"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."}}