{"id":"W2132900481","doi":"10.5751/es-04012-160138","title":"Do Scale Frames Matter? Scale Frame Mismatches in the Decision Making Process of a \"Mega Farm\" in a Small Dutch Village","year":2011,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wageningen University and Research","keywords":"Scale (ratio); Mega-; Frame (networking); Process (computing); Environmental resource management; Computer science; Geography; Business; Environmental science; Cartography; Telecommunications","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":[0.0005127586,0.00009035115,0.0001788645,0.00001161912,0.00008487386,0.00001346959,0.0002302289,0.0001782582,0.0005648049],"category_scores_gemma":[0.000005405534,0.00005870984,0.00004802831,0.0001492,0.00006609959,0.00008211674,0.0001041286,0.0001402865,0.00003427099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002243952,"about_ca_system_score_gemma":0.000005755334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000368736,"about_ca_topic_score_gemma":0.01387096,"domain_scores_codex":[0.9992326,0.00006247396,0.0002069523,0.0002149312,0.00007413288,0.0002088819],"domain_scores_gemma":[0.9996396,0.0001271749,0.00007165907,0.0001364791,0.0000038567,0.00002128403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001621635,0.00009307233,0.9491723,0.00005082498,0.000003912608,0.000002777958,0.04999712,0.00002578229,0.00005673995,0.000005237954,0.00004814902,0.0005279109],"study_design_scores_gemma":[0.0002713521,0.00003819247,0.9839804,0.00005688602,0.000006293066,0.000007405312,0.01094782,0.0005695344,0.0001381458,0.003863822,0.00003862226,0.00008152518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997064,0.0000730931,0.00002483219,0.0001076306,0.00004341621,0.0001689811,0.000002383639,0.000006261249,0.00250938],"genre_scores_gemma":[0.9983138,0.00005014268,0.0008499432,0.0007351686,0.000009643867,0.00002790783,6.314684e-7,0.000005004787,0.000007760224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03904929,"threshold_uncertainty_score":0.7740323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01142182893602502,"score_gpt":0.230839308088834,"score_spread":0.219417479152809,"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."}}