{"id":"W2574613254","doi":"10.5751/es-07493-200323","title":"Social roles and performance of social-ecological systems: evidence from behavioral lab experiments","year":2015,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Ecology; Psychology; 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":[0.002210601,0.0001318624,0.0005099744,0.00003770182,0.0004542604,0.0001213202,0.0002825389,0.0002704312,0.00009766586],"category_scores_gemma":[0.0002876325,0.00009769768,0.000107903,0.0001701992,0.0003967763,0.0002692815,0.0003842118,0.0001456922,0.00002133281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004841397,"about_ca_system_score_gemma":0.00008169452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008542607,"about_ca_topic_score_gemma":0.00004014007,"domain_scores_codex":[0.9978538,0.0003343721,0.0005891608,0.0004156426,0.0005860549,0.0002209847],"domain_scores_gemma":[0.9982595,0.0009087677,0.0003162652,0.0001515536,0.000265788,0.00009816229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001956178,0.0002205072,0.8762522,0.00001558526,0.00005561009,0.000007965184,0.0552017,0.00001774484,0.0008579091,0.002601536,0.06145121,0.003122416],"study_design_scores_gemma":[0.0006838191,0.0003120593,0.9699358,0.00001805992,0.0000192044,0.000007673063,0.02182906,0.003666446,0.00003508286,0.001646559,0.001697083,0.0001491954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973119,0.00170241,0.00007042534,0.0001333962,0.0003685447,0.0001450321,0.00001334874,0.00001912303,0.0002357459],"genre_scores_gemma":[0.9988801,0.00002157883,0.0003702857,0.00008631303,0.0001616226,0.0000188604,0.000001020371,0.000005042461,0.0004551016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09368356,"threshold_uncertainty_score":0.3983996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2759961279233735,"score_gpt":0.4433989386201497,"score_spread":0.1674028106967761,"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."}}