{"id":"W4403176986","doi":"10.1139/er-2024-0028","title":"Holistic management approach for social-ecological systems in Iran","year":2024,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecology; Environmental resource management; Environmental planning; Ecological systems theory; Geography; Environmental science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004525599,0.000190292,0.0005917102,0.0002311063,0.0001364543,0.0004099577,0.0005190473,0.00007164578,0.0002170504],"category_scores_gemma":[0.0001757714,0.0001216051,0.0003058881,0.0003962543,0.00006143857,0.0001334432,0.0002062331,0.000120009,0.001232742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002002214,"about_ca_system_score_gemma":0.000003775471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004203359,"about_ca_topic_score_gemma":0.000001857415,"domain_scores_codex":[0.9966489,0.0003346764,0.001202971,0.0007405294,0.000782894,0.0002900132],"domain_scores_gemma":[0.9988305,0.0005651626,0.0001465582,0.000386116,0.000001080788,0.00007060418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003134706,0.0003966791,0.001672481,0.0003535004,0.00003415146,0.00009657898,0.0007374967,0.0002923992,0.0002790177,0.04399011,0.1627812,0.7893351],"study_design_scores_gemma":[0.0001889174,0.00003185795,0.01288323,0.00007839005,0.00001371941,0.00001282186,0.0008607742,0.01857256,4.11143e-7,0.004922722,0.9622709,0.0001636764],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03372953,0.3694678,0.49255,0.0003254834,0.004389006,0.01194672,0.0001279111,0.0001821099,0.08728146],"genre_scores_gemma":[0.9850889,0.0005025964,0.003160504,0.0001170362,0.0002277408,0.0006908801,0.00001054184,0.00001927377,0.01018247],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9513594,"threshold_uncertainty_score":0.9995449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4009326818294078,"score_gpt":0.4409718249585308,"score_spread":0.04003914312912293,"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."}}