{"id":"W2967561675","doi":"10.5751/es-10989-240310","title":"Action-orientated research and framework: insights from the French long-term social-ecological research network","year":2019,"lang":"en","type":"article","venue":"Ecology and Society","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"Centre National de la Recherche Scientifique","keywords":"Term (time); Action (physics); Ecology; Action research; Social network (sociolinguistics); Geography; Sociology; Computer science; Biology; Physics; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002964862,0.000120719,0.0002682722,0.00002044003,0.008696081,0.0001659075,0.0002924839,0.0007240177,0.0006731224],"category_scores_gemma":[0.0004469712,0.00008935523,0.00008243896,0.0005916569,0.004257991,0.0001243415,0.0004123367,0.001495065,0.00009079318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002555486,"about_ca_system_score_gemma":0.0001868813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003398378,"about_ca_topic_score_gemma":0.01588691,"domain_scores_codex":[0.9963858,0.001577143,0.0001825845,0.0004413804,0.0005248336,0.0008883015],"domain_scores_gemma":[0.9936743,0.005699554,0.00005259949,0.0001415531,0.00031093,0.0001210356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000146204,0.0001195632,0.5988843,0.000008179843,0.0001566919,0.000005271118,0.122076,5.73419e-7,0.00000929812,0.1534383,0.1244012,0.0008859966],"study_design_scores_gemma":[0.0002130253,0.0001102289,0.8512888,0.000009172605,0.000008321661,1.80164e-7,0.02114694,0.000007343837,9.406043e-7,0.1032395,0.02387854,0.00009699883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758731,0.003245054,0.000009521571,0.005290106,0.001003096,0.0005203935,0.000005229277,0.00004748928,0.01400599],"genre_scores_gemma":[0.9885466,0.004604971,0.00009152103,0.0006137241,0.001675062,0.000060238,0.000008915466,0.000008438758,0.004390534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2524045,"threshold_uncertainty_score":0.9984518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1489995610493835,"score_gpt":0.4050344251899335,"score_spread":0.25603486414055,"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."}}