{"id":"W4400661974","doi":"10.1007/s00122-024-04672-3","title":"Association studies of salinity tolerance in sunflower provide robust breeding and selection strategies under climate change","year":2024,"lang":"en","type":"article","venue":"Theoretical and Applied Genetics","topic":"Sunflower and Safflower Cultivation","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Agriculture and Agri-Food Canada","funders":"Agricultural Research Service; Genome Canada","keywords":"Salinity; Soil salinity; Biology; Helianthus annuus; Agronomy; Sunflower; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003542513,0.00009938312,0.000155326,0.0000147534,0.00006764051,0.00006677064,0.00003590397,0.00008902513,0.00002506407],"category_scores_gemma":[0.00002549584,0.00004473001,0.00001917723,0.0002020621,0.0001366762,0.0000693046,0.00004404095,0.0001038331,0.000001193731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002094224,"about_ca_system_score_gemma":0.000003529181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009083232,"about_ca_topic_score_gemma":0.0001085973,"domain_scores_codex":[0.9992825,0.0000320636,0.0001831447,0.0002050726,0.0001250988,0.0001721444],"domain_scores_gemma":[0.9995541,0.0003270986,0.00003274231,0.00001494526,0.00003979612,0.00003132058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001604924,0.0001124481,0.02412275,0.000275934,0.00006554846,0.000001482805,0.002691904,0.0003382465,0.2565563,0.6163908,0.00005485677,0.09922926],"study_design_scores_gemma":[0.0007032284,0.0007918637,0.613093,0.0004663193,0.0001549177,0.000008092157,0.01036153,0.01846156,0.02420694,0.3304882,0.0005094807,0.0007548884],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971357,0.001155018,0.00003898863,0.000840748,0.00006598789,0.0001797338,0.0000105028,0.00003720429,0.0005361377],"genre_scores_gemma":[0.9981609,0.001410497,0.0001483902,0.00008801611,0.0001569723,0.00002122785,0.00000548553,0.00000136409,0.000007172674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5889702,"threshold_uncertainty_score":0.1824037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04024517520036298,"score_gpt":0.2674546417471599,"score_spread":0.227209466546797,"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."}}