{"id":"W4392831327","doi":"10.5376/mpb.2024.15.0003","title":"Breeding 4.0 The Breeding Revolution of Genetic Information Integration and Editing","year":2024,"lang":"en","type":"article","venue":"Molecular Plant Breeding","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Genome editing; Animal breeding; Selective breeding; Pig breeding; Genetics; Genome; Gene","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":[0.0003319457,0.0001504153,0.0001116222,0.0001197963,0.00009516603,0.0001060197,0.0001177508,0.0001065902,0.000003135315],"category_scores_gemma":[0.0001204775,0.0001254431,0.000066449,0.0001623694,0.0000488636,0.0000256477,0.000101146,0.000139433,0.000002175921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001811552,"about_ca_system_score_gemma":0.00002233723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003464274,"about_ca_topic_score_gemma":0.000007657295,"domain_scores_codex":[0.9990923,0.00001946188,0.0003031157,0.0001965634,0.0001870567,0.0002015287],"domain_scores_gemma":[0.9996676,0.00002332959,0.00006712298,0.0001362646,0.00006046809,0.00004520956],"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":[0.00000884693,0.000002783307,0.0003691303,0.0001156182,0.00003807684,0.000003821105,0.0003272391,0.000877685,0.9785731,0.0006722567,0.0006351351,0.01837634],"study_design_scores_gemma":[0.0003781694,0.0004500562,0.003478342,0.0007221057,0.0001320883,0.0005535771,0.001365461,0.09365541,0.8876906,0.0002197162,0.01091682,0.0004376809],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6924968,0.003557069,0.3023494,0.000215083,0.0005076724,0.000180655,0.00002813449,0.00003961511,0.0006254851],"genre_scores_gemma":[0.9974784,0.0002326497,0.00171834,0.00005728584,0.0003658605,0.00001267784,0.0001001568,0.00001780702,0.00001686193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3049815,"threshold_uncertainty_score":0.511542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00681603034750707,"score_gpt":0.2362966304241135,"score_spread":0.2294806000766065,"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."}}