{"id":"W4362685999","doi":"10.5751/es-14061-280202","title":"Understanding how governance emerges in social-ecological systems: insights from archetype analysis","year":2023,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Archetype; Interdependence; Corporate governance; Environmental governance; Ecological systems theory; Context (archaeology); Sociology; Ecology; Geography; Social science; Economics; Management; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006148645,0.00006789703,0.0001902296,0.00003440426,0.001040929,0.00003733082,0.00008768521,0.0002530364,0.00009673287],"category_scores_gemma":[0.0001002967,0.00006535654,0.00008873371,0.0009034465,0.0003492135,0.0001511993,0.0000397606,0.0001525796,0.00001480104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002522276,"about_ca_system_score_gemma":0.00006727043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002832338,"about_ca_topic_score_gemma":0.00806807,"domain_scores_codex":[0.9988274,0.0005144833,0.0001138103,0.0002109892,0.0001203451,0.0002129519],"domain_scores_gemma":[0.9994055,0.0004243101,0.00005881568,0.00004892684,0.00002482675,0.0000376167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001307306,0.00004831349,0.1450573,0.000005982158,0.0002465622,0.000007978851,0.03721876,0.0005125043,0.00007233723,0.8103557,0.006421667,0.00003981951],"study_design_scores_gemma":[0.0002040033,0.00002590245,0.9074889,0.000003281168,0.00006106136,1.046364e-7,0.04898847,0.003487661,0.00000104336,0.03806778,0.00155865,0.0001131654],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909379,0.0002170775,0.0002695061,0.004276834,0.0002320183,0.0001095694,0.00001145751,0.00007559566,0.003869989],"genre_scores_gemma":[0.9967987,0.001001936,0.00002033064,0.0001413113,0.0001748064,0.00002109609,0.00002889529,0.000002898957,0.001810024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.772288,"threshold_uncertainty_score":0.8006087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07647003197677305,"score_gpt":0.2982564923830141,"score_spread":0.2217864604062411,"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."}}