{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000257749,0.0001078728,0.00009260685,0.00005943122,0.0001119007,0.00004571949,0.0001461812,0.00009227158,0.00001821686],"category_scores_gemma":[0.00004310172,0.00008355968,0.00008940721,0.0001349103,0.00003898012,0.000003972047,0.00007756332,0.0000898209,0.000009150479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001000682,"about_ca_system_score_gemma":0.00003684232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003758425,"about_ca_topic_score_gemma":0.000006110678,"domain_scores_codex":[0.9992548,0.00002894654,0.0001471812,0.0002361126,0.000157501,0.0001755198],"domain_scores_gemma":[0.9997468,0.00001475259,0.000042291,0.0001109377,0.00004801726,0.00003720163],"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":[0.00002911622,0.000009941359,0.0004076336,0.00005346245,0.00006474877,0.000007592546,0.00009029255,0.000251145,0.9895501,0.0008095965,0.006757778,0.00196863],"study_design_scores_gemma":[0.0003226842,0.000673289,0.001371867,0.0003263473,0.0001607823,0.0003727193,0.0003767215,0.007995993,0.8657624,0.0002889022,0.1219479,0.0004004154],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766711,0.003742918,0.0138967,0.0002461833,0.0004526451,0.000156291,0.00007577515,0.00004008612,0.004718269],"genre_scores_gemma":[0.9986073,0.000208328,0.0003966464,0.0000592353,0.0002066976,0.000003510927,0.00007300833,0.00001077282,0.0004345253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1237877,"threshold_uncertainty_score":0.3407465,"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."}}