{"id":"W2183358389","doi":"10.56617/tl.4170","title":"Developing a system of sustainability indicators for the Lake Balaton region","year":2008,"lang":"en","type":"article","venue":"Tájökológiai Lapok","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Institute for Sustainable Development","funders":"","keywords":"Work (physics); Sustainability; Process (computing); Environmental resource management; Adaptation (eye); Environmental planning; Business; Geography; Computer science; Engineering; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003895829,0.0001870105,0.0002165816,0.00006669069,0.0004546938,0.000009898433,0.0003889082,0.00009370906,0.0001450625],"category_scores_gemma":[0.0001045346,0.0001377719,0.0001034703,0.0004702302,0.0005305695,0.0001696365,0.0002623277,0.00009845215,0.00004389402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009569328,"about_ca_system_score_gemma":0.00009214336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002337013,"about_ca_topic_score_gemma":0.00005272084,"domain_scores_codex":[0.9985057,0.0000491826,0.0003495973,0.0003167545,0.000320871,0.0004579047],"domain_scores_gemma":[0.9991727,0.000176472,0.0001711305,0.0003815366,0.0000142526,0.00008385647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003237865,0.0002002072,0.9266905,0.0006601872,0.0001197316,0.00006604746,0.00608849,0.001891897,0.000172073,0.01051029,0.02418592,0.02909087],"study_design_scores_gemma":[0.0008501563,0.00008656788,0.8513739,0.00003202212,0.00003960706,0.00007278288,0.004272003,0.0004737756,0.002800355,0.0009468598,0.1386262,0.0004258039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886748,0.0000606827,0.004545155,0.001067066,0.0001215186,0.001215033,0.00000614591,0.00008201194,0.004227648],"genre_scores_gemma":[0.996832,0.00003319576,0.0007177339,0.0001933551,0.00004164949,0.0001646122,0.000009446961,0.0000226378,0.001985361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1144403,"threshold_uncertainty_score":0.5618177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01543374864737648,"score_gpt":0.2293359592141874,"score_spread":0.2139022105668109,"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."}}