{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002714566,0.0001222983,0.0002129,0.00002930544,0.000485025,0.00003883441,0.0001640986,0.000336019,0.0006858486],"category_scores_gemma":[0.0006394578,0.00009113984,0.00003587043,0.0001960759,0.0001788542,0.0000807256,0.0002795561,0.0002072122,0.00001295107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001295505,"about_ca_system_score_gemma":0.00002007219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001270053,"about_ca_topic_score_gemma":0.001940712,"domain_scores_codex":[0.9990053,0.0001619754,0.00015193,0.0003585935,0.00009763593,0.0002245337],"domain_scores_gemma":[0.9994583,0.0003076085,0.00002715845,0.0001085915,0.00003297518,0.00006543911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00008004163,0.0003839229,0.2778955,0.00006054379,0.00004620233,0.000007660167,0.001008639,0.00004304328,0.01116406,0.1644951,0.5427179,0.002097321],"study_design_scores_gemma":[0.0001817423,0.0000887093,0.9356425,0.000004078997,0.00000824762,0.000003105666,0.0009194341,0.00005422457,0.0001292754,0.00447964,0.05836124,0.0001278045],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379618,0.0008897402,0.00005091951,0.03788885,0.000177681,0.0004619164,0.00002947872,0.00004537475,0.02249428],"genre_scores_gemma":[0.9963175,0.000131828,0.00009750538,0.002343678,0.00003955115,0.00004776528,0.00003237207,0.000002752466,0.0009870228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.657747,"threshold_uncertainty_score":0.7509561,"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."}}