{"id":"W4376459297","doi":"10.2139/ssrn.4430070","title":"Harnessing Trait Evolution to Predict Economic Costs of Biological Invasions","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Trait; Biology; Evolutionary biology; Ecology; Economics; Geography; Econometrics; Computer science","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":[0.001569251,0.0004905157,0.0004147771,0.001359161,0.0002247337,0.001201401,0.0003559026,0.0006998699,0.001188228],"category_scores_gemma":[0.006769104,0.0002653054,0.0005384373,0.0008284671,0.0004059035,0.0008723987,0.0005546808,0.0007087941,0.0002175695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005171965,"about_ca_system_score_gemma":0.0002047444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001443296,"about_ca_topic_score_gemma":0.00197355,"domain_scores_codex":[0.999671,0.0001459136,0.00001877935,0.00009188922,0.00004005757,0.00003233074],"domain_scores_gemma":[0.9954985,0.003279917,0.0007393348,0.0002017274,0.000137131,0.0001433818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005061512,0.000277703,0.680358,0.00009681664,0.0006651233,0.0001953811,0.0001216527,0.24414,0.02657815,0.003250781,0.0002573699,0.04355289],"study_design_scores_gemma":[0.00002327214,0.0002139876,0.2155863,0.0000107051,0.0001211017,0.0001309512,0.0000727299,0.7750068,0.002232949,0.006369063,0.0001989733,0.00003323042],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927757,0.00006588401,0.00640468,0.00004843748,0.000005090299,0.000005350152,0.000115103,0.00003655785,0.0005432045],"genre_scores_gemma":[0.9977357,0.0000301026,0.001983155,0.00001124441,0.000004144382,0.000005765929,0.00008540964,0.00001329866,0.0001310398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001569251,"threshold_uncertainty_score":0.008299112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0600717728197828,"score_gpt":0.2310243974432641,"score_spread":0.1709526246234813,"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."}}