{"id":"W4413447588","doi":"10.1002/pan3.70121","title":"Operationalising social‐ecological systems to meet complex sustainability challenges posed by widespread biological invasions","year":2025,"lang":"en","type":"article","venue":"People and Nature","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Summit Foundation","keywords":"Sustainability; Environmental resource management; Ecology; Environmental planning; Business; Geography; Biology; Environmental 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":[0.008415575,0.001011551,0.0003211247,0.001673692,0.002685949,0.005535511,0.001560353,0.001406914,0.003591418],"category_scores_gemma":[0.006924727,0.0004166744,0.00084924,0.0008459311,0.008046379,0.004367907,0.007082851,0.001518374,0.0001980913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008543886,"about_ca_system_score_gemma":0.007337753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01386484,"about_ca_topic_score_gemma":0.0324231,"domain_scores_codex":[0.9950052,0.0037195,0.0001019789,0.0004202524,0.0003609188,0.0003920891],"domain_scores_gemma":[0.9953656,0.002383341,0.0007562479,0.0004003675,0.0005777208,0.0005167566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006764485,0.0003655601,0.05048723,0.0004134817,0.0003169615,0.0007751074,0.01926569,0.2802249,0.004232027,0.5930027,0.002334057,0.04851466],"study_design_scores_gemma":[0.00004070986,0.0005604767,0.02781535,0.0006099424,0.0002000755,0.0001697264,0.05976095,0.3544619,0.001651767,0.5038829,0.0507291,0.0001171121],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5827248,0.0006670076,0.2912126,0.01474052,0.0001514565,0.0006205335,0.0002978741,0.0001939809,0.1093912],"genre_scores_gemma":[0.9739504,0.0001461391,0.02474101,0.0001153471,0.00001038823,0.000126981,0.00004537443,0.000009106356,0.0008553794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01386484,"threshold_uncertainty_score":0.06199056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03026212499304539,"score_gpt":0.2742344672697786,"score_spread":0.2439723422767332,"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."}}