{"id":"W3144820137","doi":"10.3389/fagro.2021.664034","title":"Rapid Evolution of Invasive Weeds Under Climate Change: Present Evidence and Future Research Needs","year":2021,"lang":"en","type":"article","venue":"Frontiers in Agronomy","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Trinity Western University; Western University","funders":"","keywords":"Invasive species; Climate change; Biology; Ecology; Ecotype; Phenotypic plasticity; Habitat; Range (aeronautics); Trait; Plant evolution","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005018637,0.0004827793,0.001051261,0.001210449,0.001045468,0.00242275,0.001454441,0.002032128,0.006991989],"category_scores_gemma":[0.00506916,0.0003299941,0.0008367658,0.002121004,0.003117742,0.004234603,0.001299558,0.001641759,0.0007942452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000900269,"about_ca_system_score_gemma":0.001683302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005938355,"about_ca_topic_score_gemma":0.008783404,"domain_scores_codex":[0.9986603,0.0002814191,0.000118595,0.0005317348,0.0001545842,0.0002533703],"domain_scores_gemma":[0.9852932,0.009019799,0.00227631,0.0009030143,0.00140273,0.001104856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001099897,0.0005048299,0.4369473,0.007992477,0.0009109945,0.002582294,0.00287845,0.001317042,0.007329366,0.01187726,0.003865641,0.5226944],"study_design_scores_gemma":[0.00003786381,0.0005048229,0.9093286,0.00235187,0.0005193622,0.002086516,0.009696367,0.0007190619,0.0007842277,0.03082512,0.04298776,0.0001583382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3019399,0.6258838,0.004305748,0.04042734,0.0005515916,0.00006982983,0.001088895,0.0001288949,0.02560395],"genre_scores_gemma":[0.6475454,0.3343781,0.006256019,0.006812595,0.001840807,0.00008038245,0.001052085,0.00003603768,0.001998513],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006991989,"threshold_uncertainty_score":0.02654141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1236491031601004,"score_gpt":0.2736587625553502,"score_spread":0.1500096593952498,"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."}}