{"id":"W4415958370","doi":"10.12688/f1000research.166848.2","title":"Identifying Adaptable Varieties of Sorghum (Sorghum bicolor L) in Tidal Swamplands and Sandy Soils by MGIDI and GGE Biplots","year":2025,"lang":"en","type":"article","venue":"F1000Research","topic":"Genetics and Plant Breeding","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Sorghum; Adaptability; Biplot; Forage; Randomized block design; Arable land; Soil water; Crop","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000639122,0.0001022053,0.0001909232,0.0000631391,0.0001745414,0.0001345712,0.0001797773,0.0001017712,0.0001089733],"category_scores_gemma":[0.0000699529,0.00004783295,0.00002178104,0.0004013822,0.0001127652,0.00007847655,0.0002453407,0.0001692795,0.000002624373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000103682,"about_ca_system_score_gemma":0.0000209918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001767483,"about_ca_topic_score_gemma":0.001369796,"domain_scores_codex":[0.998875,0.000075378,0.0002017331,0.0002582126,0.0002440401,0.0003456401],"domain_scores_gemma":[0.9994122,0.0003763182,0.00003358774,0.00004357751,0.00005500674,0.00007926713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00008556739,0.00006704222,0.2235092,0.00009620651,0.00001805521,0.000005240359,0.0002156208,0.000003721741,0.7524208,0.001499343,0.005440745,0.01663843],"study_design_scores_gemma":[0.0005805516,0.0003887487,0.9380106,0.0001542914,0.00001260034,0.000007558877,0.001421765,0.0009224909,0.03430775,0.006119554,0.01782555,0.0002485198],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947281,0.002476582,0.00000569818,0.0008692706,0.00005793687,0.0001792264,0.00008606189,0.00001471731,0.001582435],"genre_scores_gemma":[0.9968847,0.001071031,0.0000533351,0.00003634955,0.00003448268,0.00001224529,0.00003245444,0.000001083235,0.001874303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7181131,"threshold_uncertainty_score":0.2671917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03415628674024023,"score_gpt":0.2617464358439996,"score_spread":0.2275901491037594,"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."}}