{"id":"W2297436545","doi":"10.1111/gcbb.12344","title":"Genotype × environment interaction analysis of North American shrub willow yield trials confirms superior performance of triploid hybrids","year":2016,"lang":"en","type":"article","venue":"GCB Bioenergy","topic":"Bioenergy crop production and management","field":"Agricultural and Biological Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Saskatchewan","funders":"South Dakota State University; European Social Fund; U.S. Department of Energy","keywords":"Willow; Ammi; Shrub; Hybrid; Biology; Agronomy; Cultivar; Gene–environment interaction; Trait; Ideotype; Plant breeding; Biotechnology; Genotype; Botany","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000793607,0.0003748172,0.0004615621,0.0005768762,0.000305103,0.0004210982,0.0002871055,0.0001300404,0.001086097],"category_scores_gemma":[0.0006895505,0.00007848847,0.0005457901,0.0006116629,0.0002576397,0.0001691178,0.0003115931,0.000346051,0.0001352596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006391887,"about_ca_system_score_gemma":0.000574546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03393039,"about_ca_topic_score_gemma":0.09050861,"domain_scores_codex":[0.9994697,0.0001448608,0.0000404983,0.0001922039,0.00009177597,0.00006102111],"domain_scores_gemma":[0.9988888,0.000419881,0.0001807798,0.0001615419,0.0001925757,0.0001565428],"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":[0.002377548,0.0004495692,0.4761082,0.0001698164,0.001667424,0.0003937359,0.0009489267,0.00307642,0.4842303,0.0002626501,0.0009276991,0.02938769],"study_design_scores_gemma":[0.00000718196,0.0003897543,0.9885916,0.000003028623,0.0001205351,0.00004680645,0.0001448269,0.001108734,0.008822209,0.00002832718,0.0007231658,0.00001383583],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985027,0.00004042665,0.0004418951,0.000005986657,0.000002023882,0.00000730588,0.0007170764,0.00003671003,0.0002458365],"genre_scores_gemma":[0.9959318,0.00003337585,0.000897222,0.00002044146,0.000001516039,0.00003261303,0.002411164,0.0000317253,0.0006402172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03393039,"threshold_uncertainty_score":0.06746578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03421042789498078,"score_gpt":0.2285947438061664,"score_spread":0.1943843159111856,"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."}}