{"id":"W4408168725","doi":"10.1002/ecm.70003","title":"A mechanistic statistical approach to infer invasion characteristics of human‐dispersed species with complex life cycle","year":2025,"lang":"en","type":"article","venue":"Ecological Monographs","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of General Medical Sciences; University of Texas at Austin; National Institutes of Health; National Science Foundation","keywords":"Ecology; Biology; Evolutionary biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003614361,0.0004226265,0.0003408348,0.003401998,0.000445681,0.001072241,0.001116023,0.0008422466,0.00213069],"category_scores_gemma":[0.01727137,0.0005981187,0.001236194,0.001388958,0.001051594,0.001270765,0.000857229,0.0004992059,0.0001843258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001071265,"about_ca_system_score_gemma":0.0008416505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01009739,"about_ca_topic_score_gemma":0.007556877,"domain_scores_codex":[0.9992913,0.0003127331,0.00005571023,0.0001817512,0.0001111534,0.00004728382],"domain_scores_gemma":[0.9887328,0.006973083,0.002609694,0.0008410208,0.0005939177,0.0002494846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001247302,0.0001917596,0.4363096,0.0001030339,0.0005753819,0.0003532437,0.0003000904,0.5050488,0.00308252,0.02607631,0.0006266922,0.02720784],"study_design_scores_gemma":[0.000008497524,0.00004642825,0.07837422,0.000009177312,0.00004829893,0.0001847253,0.000090172,0.9096214,0.0002619945,0.0109909,0.0003379118,0.00002629485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7368841,0.000162856,0.260085,0.000212395,0.00001139562,0.0001173194,0.0008076417,0.000215778,0.00150353],"genre_scores_gemma":[0.9854975,0.00004853516,0.01372939,0.00002236558,0.00000902295,0.00005758006,0.0003049589,0.00001128313,0.0003193066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01009739,"threshold_uncertainty_score":0.02007723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411691691148124,"score_gpt":0.2361236787782882,"score_spread":0.212006761866807,"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."}}