{"id":"W4412690718","doi":"10.3390/agronomy15081815","title":"Linkages Between Sorghum bicolor Root System Architectural Traits and Grain Yield Performance Under Combined Drought and Heat Stress Conditions","year":2025,"lang":"en","type":"article","venue":"Agronomy","topic":"Crop Yield and Soil Fertility","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Commission for Science and Technology; International Development Research Centre","keywords":"Sorghum; Sorghum bicolor; Drought stress; Agronomy; Heat stress; Yield (engineering); Grain yield; Root system; Drought tolerance; Environmental science; Biology; Materials science; Composite material; Animal science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001686931,0.0001939522,0.0001908852,0.0003966264,0.0001153199,0.0002596405,0.00009553582,0.0001554296,0.0006983901],"category_scores_gemma":[0.0002551798,0.0001321553,0.0001185924,0.0002884078,0.000120327,0.0001284462,0.0002329139,0.0001633684,0.000118777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001160149,"about_ca_system_score_gemma":0.00008818351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001533884,"about_ca_topic_score_gemma":0.003856032,"domain_scores_codex":[0.9998788,0.00002710268,0.00001267798,0.00004813767,0.00001308684,0.00002024951],"domain_scores_gemma":[0.999653,0.00007360651,0.000131712,0.00004259149,0.00003609078,0.00006303444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008914341,0.00009537552,0.7142195,0.00004053672,0.0001286391,0.0001451255,0.00028319,0.0002929208,0.27806,0.00005399,0.00005750802,0.005731861],"study_design_scores_gemma":[0.000002286148,0.00009603133,0.9985681,8.105124e-7,0.00001108626,0.00005743723,0.00004604703,0.0001923777,0.0009685234,0.00001058218,0.00004434436,0.000002259533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998384,0.00001548437,0.00005079353,0.000001535318,2.893269e-7,5.832132e-7,0.00004859804,0.000002601852,0.00004171067],"genre_scores_gemma":[0.9997707,0.000007283123,0.00007751458,0.000002027815,3.936303e-7,0.000001652408,0.00007248951,0.000001467635,0.00006654041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001533884,"threshold_uncertainty_score":0.00304985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486491993771349,"score_gpt":0.2168424410577577,"score_spread":0.2019775211200442,"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."}}