{"id":"W3216615836","doi":"10.3390/genes12121897","title":"Genome-Wide Association Mapping for Heat and Drought Adaptive Traits in Pea","year":2021,"lang":"en","type":"article","venue":"Genes","topic":"Genetic and Environmental Crop Studies","field":"Agricultural and Biological Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Saskatchewan Pulse Growers; Western Grains Research Foundation; Ministry of Agriculture - Saskatchewan","keywords":"Biology; Genome; Genome-wide association study; Genetics; Association mapping; Association (psychology); Computational biology; Genotype; Gene; Single-nucleotide polymorphism","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":[0.00006243818,0.00005017003,0.00007922557,0.00000265272,0.00009036837,0.00001348543,0.00002414928,0.00003147468,0.00003054056],"category_scores_gemma":[0.00002074632,0.00002230149,0.00002391979,0.00005834175,0.00001128237,0.00002067113,0.00003614612,0.00001838986,0.000003614663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002797153,"about_ca_system_score_gemma":0.000001521748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003015068,"about_ca_topic_score_gemma":0.0006943473,"domain_scores_codex":[0.9996006,0.00001748499,0.00007015237,0.0001354698,0.00005227507,0.00012401],"domain_scores_gemma":[0.9998651,0.00008214724,0.00001504802,0.000008996272,0.00001009442,0.0000186174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009616193,0.00003857216,0.5940045,0.000008033418,0.0000177669,0.000002601529,0.0005485804,0.00003305446,0.3574011,0.00001236857,0.0001741793,0.04774973],"study_design_scores_gemma":[0.00008154642,0.000037281,0.9794289,0.000003460505,0.000003659678,5.835714e-7,0.001743081,0.00001197415,0.00163563,0.0002331295,0.01676049,0.00006029998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944114,0.003300447,0.00001598777,0.001855615,0.00002690666,0.0000809441,0.00001639417,0.000005552897,0.0002867618],"genre_scores_gemma":[0.9978754,0.0006529065,0.0003604451,0.0002071555,0.00007955952,0.00001893673,0.0000173246,3.817965e-7,0.0007878758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3854244,"threshold_uncertainty_score":0.09094284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02501573302655099,"score_gpt":0.1923268848046068,"score_spread":0.1673111517780558,"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."}}