{"id":"W2756384147","doi":"10.1017/inp.2017.28","title":"Climate Dynamics, Invader Fitness, and Ecosystem Resistance in an Invasion-Factor Framework","year":2017,"lang":"en","type":"article","venue":"Invasive Plant Science and Management","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University; Western University","funders":"National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"Ecology; Invasive species; Abiotic component; Resistance (ecology); Biology; Ecosystem; Introduced species; Population; Evolutionary dynamics; Native plant; Climate change","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006310482,0.0001314286,0.0001524565,0.00008841052,0.001292203,0.0002209909,0.000467304,0.00005185353,0.00003011207],"category_scores_gemma":[0.0001787366,0.0001155591,0.00001013405,0.0001167246,0.000905318,0.0009067301,0.0009119416,0.0001019231,0.00003068949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001585953,"about_ca_system_score_gemma":0.00001324841,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005521726,"about_ca_topic_score_gemma":0.07143296,"domain_scores_codex":[0.9986338,0.00002889187,0.0001795736,0.0005290958,0.0002761155,0.0003525229],"domain_scores_gemma":[0.999278,0.00009831848,0.0001420323,0.0003635175,0.00001650794,0.0001016163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002110287,0.00004559815,0.9358773,0.0001065517,0.000007289009,0.00008278576,0.001000007,0.00002755467,0.00009717268,0.0611751,0.0001323407,0.001427184],"study_design_scores_gemma":[0.0002186323,0.00003187506,0.9873634,0.0001503197,0.000007650939,0.000003466155,0.0006694453,0.001914523,0.00004125818,0.009122656,0.0002995406,0.0001772436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897632,0.00005063185,0.00006950275,0.001092189,0.000181357,0.0003387192,0.00004842662,0.0000159846,0.008440003],"genre_scores_gemma":[0.9962902,0.001670455,0.001477328,0.00037456,0.000008707726,0.00003933726,0.000004397968,0.000004801733,0.0001301926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07137775,"threshold_uncertainty_score":0.9938707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01686330442708172,"score_gpt":0.2487324794316864,"score_spread":0.2318691750046046,"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."}}