{"id":"W4415721465","doi":"10.5376/pgt.2025.16.0023","title":"Integrative Breeding Approaches of &lt;i&gt;Nelumbo nucifera&lt;/i&gt;: Balancing Ornamental Traits and Edible Values","year":2025,"lang":"","type":"article","venue":"Plant Gene and Trait","topic":"Chromatography in Natural Products","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lotus; Germplasm; Ornamental plant; Molecular breeding; Quantitative trait locus; Plant breeding","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004073015,0.0007687641,0.001106677,0.0003620663,0.0004040103,0.0002075843,0.0003787243,0.0004698894,0.0001060573],"category_scores_gemma":[0.0001470772,0.0007166406,0.0002558371,0.0006602161,0.0005522087,0.0003480171,0.0002872238,0.0006523228,0.00000166118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009159382,"about_ca_system_score_gemma":0.0001886367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003244687,"about_ca_topic_score_gemma":0.00007981793,"domain_scores_codex":[0.9964861,0.00008228768,0.0009737312,0.001231945,0.0004862742,0.0007396706],"domain_scores_gemma":[0.9985467,0.0003971236,0.0003844057,0.0002901141,0.0001296884,0.0002520062],"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":[0.0002751172,0.0003264478,0.002238272,0.002383216,0.001293464,0.00003695084,0.00503678,0.00001134032,0.9686102,0.003208675,0.002748987,0.0138306],"study_design_scores_gemma":[0.003562805,0.0003104717,0.008588298,0.003009153,0.001042256,0.0004516956,0.005477307,0.003554817,0.9688942,0.002511814,0.001434968,0.00116219],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9463436,0.03856826,0.00007377446,0.0003206269,0.0004021836,0.0004419971,0.00158178,0.00008153678,0.01218621],"genre_scores_gemma":[0.9932111,0.003339285,0.002094852,0.00006000306,0.0004160034,0.00002417647,0.000190875,0.00004445276,0.0006192418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04686749,"threshold_uncertainty_score":0.9995285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747809095735883,"score_gpt":0.2186447434725282,"score_spread":0.2011666525151694,"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."}}