{"id":"W4401036815","doi":"10.5376/lgg.2024.15.0006","title":"Unlocking the Genetic Potential of Winged Bean: A Comprehensive Genomic Toolkit","year":2024,"lang":"en","type":"article","venue":"Legume Genomics and Genetics","topic":"Plant pathogens and resistance mechanisms","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Genomic selection; Biology; Computational biology; Genetics; Biotechnology; Data science; Computer science; Genotype; Gene; Single-nucleotide polymorphism","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":[0.002037929,0.0004916466,0.001125103,0.001605122,0.0007193873,0.002209731,0.0009776372,0.0007923817,0.001973022],"category_scores_gemma":[0.001501818,0.0005892065,0.0009470974,0.001503951,0.001051375,0.001821549,0.002568152,0.003149265,0.000761533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105443,"about_ca_system_score_gemma":0.002642405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00319132,"about_ca_topic_score_gemma":0.008157534,"domain_scores_codex":[0.9995705,0.00006012079,0.00003026109,0.0001345494,0.000116763,0.0000877908],"domain_scores_gemma":[0.9987225,0.0004274379,0.0001831435,0.0002041116,0.0001570087,0.0003057516],"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":[0.0009094435,0.0000905248,0.004374159,0.001872034,0.0001791337,0.0008016371,0.001402713,0.00489671,0.798134,0.03417918,0.004311803,0.1488486],"study_design_scores_gemma":[0.0002670037,0.0006735589,0.05867835,0.002007509,0.0007623195,0.002219974,0.001680568,0.01248861,0.1185549,0.1062321,0.695987,0.000447876],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4216513,0.04439264,0.445224,0.01429333,0.0008929991,0.0004187722,0.03997955,0.008245754,0.02490172],"genre_scores_gemma":[0.5119512,0.05196285,0.3746333,0.003350713,0.0003722231,0.0003109261,0.04976272,0.001807576,0.005848459],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00319132,"threshold_uncertainty_score":0.01077771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01243558530615373,"score_gpt":0.1919627697432651,"score_spread":0.1795271844371114,"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."}}