{"id":"W2106401749","doi":"10.1260/095830509788707356","title":"Sustainability of Micro-Hydrosystems — A Case Study","year":2009,"lang":"en","type":"article","venue":"Energy & Environment","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Sustainability; Sustainable development; Environmental economics; Greenhouse gas; Natural resource economics; Business; Social sustainability; Environmental resource management; Economics; Environmental planning; Environmental science; Ecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000300287,0.0003150943,0.0003838725,0.00004624247,0.000195902,0.00001185541,0.0002756901,0.00007401818,0.0005166165],"category_scores_gemma":[0.00001285217,0.0002778213,0.0001173952,0.0001444817,0.0002444546,0.0001284844,0.0003047511,0.00008427708,0.00003692002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000584034,"about_ca_system_score_gemma":0.00000874919,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009540199,"about_ca_topic_score_gemma":0.0009729972,"domain_scores_codex":[0.9976452,0.0002051347,0.000509197,0.0006623471,0.0004972019,0.0004809113],"domain_scores_gemma":[0.9988325,0.00004018086,0.000168538,0.0008054763,0.000005542361,0.0001477144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005717681,0.03168681,0.3139175,0.0001230245,0.001087312,0.02500754,0.02543441,0.2608196,0.1738924,0.01046787,0.006686201,0.1503055],"study_design_scores_gemma":[0.009352104,0.01576831,0.4928906,0.0000778296,0.0007938666,0.003645971,0.05670318,0.003557372,0.2199863,0.0758689,0.1161888,0.005166814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888946,0.0001880051,0.000599366,0.0002981442,0.00007484585,0.0002859396,0.00001156847,0.00004262178,0.00960485],"genre_scores_gemma":[0.9983147,0.0000108434,0.00020502,0.0001092512,0.00004267236,0.00004259991,0.000003605783,0.00001707669,0.00125423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2572622,"threshold_uncertainty_score":0.9999674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006964673121247205,"score_gpt":0.2065197658636968,"score_spread":0.1995550927424496,"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."}}