{"id":"W3162461362","doi":"10.1101/2021.05.10.443516","title":"Repeated origins, gene flow, and allelic interactions of herbicide resistance mutations in a widespread agricultural weed","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Weed Control and Herbicide Applications","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Max-Planck-Gesellschaft","keywords":"Biology; Allele; Genetics; Gene flow; Locus (genetics); Population; Evolutionary biology; Adaptation (eye); Gene; Haplotype; Genetic variation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002291221,0.0001155142,0.000171486,0.001107781,0.0002848507,0.0002929502,0.0002040984,0.0002418066,0.0007716582],"category_scores_gemma":[0.0005110421,0.0001295724,0.0001461324,0.0006510399,0.0004054211,0.0002114083,0.0003218005,0.0002404821,0.00008321394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000205711,"about_ca_system_score_gemma":0.00008764446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001334773,"about_ca_topic_score_gemma":0.002767615,"domain_scores_codex":[0.9998331,0.00002404584,0.00001019803,0.00007641809,0.00003377754,0.00002238796],"domain_scores_gemma":[0.9995729,0.0001539508,0.0001535126,0.00004277275,0.0000299528,0.00004695526],"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":[0.0002090951,0.00006026909,0.4124425,0.00004316371,0.0001186812,0.0004026463,0.0008915736,0.0006742917,0.5742517,0.0003838658,0.00003979819,0.01048237],"study_design_scores_gemma":[0.000009688395,0.00007329135,0.9938267,0.000004552346,0.00002512008,0.0003431605,0.0002389935,0.001404967,0.003561722,0.0002577601,0.0002455474,0.000008467535],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996578,0.00002359258,0.0002085383,0.000004291201,3.025048e-7,0.000001146237,0.00002710284,0.000003066564,0.00007428972],"genre_scores_gemma":[0.9997179,0.00001413953,0.0001820711,0.00000379159,0.000001291475,0.00000160675,0.0000387291,0.00000185271,0.000038665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001334773,"threshold_uncertainty_score":0.002654016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01275872848927665,"score_gpt":0.2126441157278876,"score_spread":0.1998853872386109,"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."}}