{"id":"W4392831337","doi":"10.5376/mpb.2024.15.0002","title":"Breeding The Precise Revolution of Genotype Selection","year":2024,"lang":"en","type":"article","venue":"Molecular Plant Breeding","topic":"Genetic Mapping and Diversity in Plants and Animals","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Selection (genetic algorithm); Genotype; Genetics; Evolutionary biology; Computational biology; Gene; Computer science; Artificial intelligence","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":[0.008190021,0.0006794394,0.001125731,0.00102234,0.0006885293,0.002524376,0.001250254,0.00110309,0.003588764],"category_scores_gemma":[0.00823011,0.0006673463,0.0008174123,0.001301115,0.004005491,0.002907953,0.002736595,0.004629713,0.001885726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219454,"about_ca_system_score_gemma":0.001890637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001413955,"about_ca_topic_score_gemma":0.001293624,"domain_scores_codex":[0.9960247,0.001287963,0.00019162,0.001147362,0.001127653,0.0002206534],"domain_scores_gemma":[0.9954718,0.001742162,0.0003914434,0.001511682,0.0007107686,0.0001721133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003037878,0.0000760253,0.004440513,0.0004055822,0.0001427451,0.0001861646,0.0007125612,0.006410183,0.07137333,0.3825631,0.02106443,0.5123215],"study_design_scores_gemma":[0.0001077907,0.00046904,0.01088121,0.000531015,0.000199725,0.001060195,0.0002460467,0.01037028,0.04793978,0.2798604,0.6480901,0.0002442479],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02954193,0.01287866,0.9064707,0.009273246,0.001908912,0.0001714159,0.001330502,0.002531509,0.0358931],"genre_scores_gemma":[0.2209861,0.02421597,0.7087255,0.01203244,0.001703315,0.0005201129,0.002035094,0.00223782,0.02754365],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008190021,"threshold_uncertainty_score":0.0433135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454249314997987,"score_gpt":0.2193407922643453,"score_spread":0.2047982991143654,"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."}}