{"id":"W4308687104","doi":"10.1007/s00122-022-04238-1","title":"Plant breeding for increased sustainability: challenges, opportunities and progress","year":2022,"lang":"en","type":"editorial","venue":"Theoretical and Applied Genetics","topic":"Genetic and Environmental Crop Studies","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Biology; Plant biochemistry; Sustainability; Plant breeding; Biotechnology; Agroforestry; Ecology; Agronomy; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01382693,0.00342986,0.003536518,0.002962502,0.002820627,0.01006734,0.003648276,0.01902238,0.006563584],"category_scores_gemma":[0.02286156,0.001092019,0.002140397,0.001672767,0.004024196,0.006193891,0.001878591,0.02850958,0.004689764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00350973,"about_ca_system_score_gemma":0.004307829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002422062,"about_ca_topic_score_gemma":0.009767771,"domain_scores_codex":[0.9939288,0.001279458,0.0006160791,0.0006614706,0.003186186,0.0003279165],"domain_scores_gemma":[0.9680136,0.01695486,0.001188235,0.0006207726,0.00984451,0.003378024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002616861,0.00001613339,0.00002103943,0.000276661,0.00002149125,0.00007558394,0.00001994088,0.00003867374,0.00009076831,0.000746366,0.9894391,0.009228128],"study_design_scores_gemma":[0.00003540653,0.00002610139,0.0002119824,0.0004749579,0.000039602,0.0002005678,0.00007073279,0.0001665084,0.00008509437,0.003200904,0.9954644,0.00002387802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002454164,0.02080436,0.0001697491,0.04267405,0.9352383,0.000007711463,0.00001659791,0.00002852489,0.001036137],"genre_scores_gemma":[0.0003502262,0.01257828,0.0001949896,0.02004777,0.9609923,0.00001144001,0.00001309565,0.00002774793,0.005784247],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01902238,"threshold_uncertainty_score":0.07312471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363341741645814,"score_gpt":0.2192065417155628,"score_spread":0.1955731242991046,"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."}}