{"id":"W4401700897","doi":"10.1007/s00550-024-00542-0","title":"Sustainability Nexus AID: biological invasions","year":2024,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Nexus (standard); Sustainability; Ecology; Geography; Environmental planning; Biology; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008481538,0.0003519397,0.0003138183,0.00007227068,0.000485546,0.0002223415,0.0005088725,0.0002694633,0.04956697],"category_scores_gemma":[0.001613318,0.0002863796,0.0003034501,0.0010235,0.001124438,0.0004675914,0.00097001,0.0004376475,0.001332807],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007263036,"about_ca_system_score_gemma":0.0002352878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009946617,"about_ca_topic_score_gemma":0.0005645292,"domain_scores_codex":[0.9966211,0.000201472,0.0004644828,0.001021979,0.0004395609,0.001251422],"domain_scores_gemma":[0.9983846,0.0002440302,0.00005150999,0.000817568,0.000126009,0.0003763138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003248116,0.001804913,0.3204691,0.000905612,0.00008473131,0.0005989139,0.003816955,0.0004449845,0.0005160692,0.3448959,0.265552,0.06058598],"study_design_scores_gemma":[0.0003076828,0.0002880899,0.06381788,0.000009094671,0.00002136713,0.00002825489,0.06024568,0.0005228213,0.0001416071,0.2430292,0.6311157,0.0004725563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.868467,0.000561111,0.001023691,0.05203529,0.0008853886,0.001918301,0.0002102654,0.001115285,0.07378361],"genre_scores_gemma":[0.9962448,0.00002344938,0.00001963941,0.000632617,0.00005534562,0.0001837365,0.0001144954,0.00002493491,0.002700984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3655638,"threshold_uncertainty_score":0.9999588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03553880024751673,"score_gpt":0.2815213646792237,"score_spread":0.245982564431707,"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."}}