{"id":"W2258808486","doi":"10.1007/978-94-017-9771-9_19","title":"A Comparative Case Study of Small Hydro Development in the Indian Himalaya","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Winnipeg; International Institute for Sustainable Development; University of Manitoba","funders":"","keywords":"Geography; Geology","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":[0.001402891,0.0002412235,0.0004160976,0.0002422884,0.0002395642,0.00008540775,0.0005957063,0.0001150663,0.000269248],"category_scores_gemma":[0.00000460075,0.0001699114,0.00005022867,0.00008674933,0.0002570391,0.00004248619,0.0001093317,0.000280646,0.00006634425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002500416,"about_ca_system_score_gemma":0.0003045539,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02264719,"about_ca_topic_score_gemma":0.5296785,"domain_scores_codex":[0.998005,0.0002201032,0.0004494943,0.0003086127,0.0007582561,0.0002585835],"domain_scores_gemma":[0.999294,0.00007934768,0.0001633736,0.0002989109,0.00008027449,0.00008404922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001250855,0.0002574075,0.0004702763,0.00001880917,0.0001279768,0.001750416,0.9819611,0.00003488877,5.424259e-8,0.01327303,0.0005378678,0.001555631],"study_design_scores_gemma":[0.0005439039,0.0001756397,0.0001357426,0.0000400595,0.00004437691,0.00001814116,0.3121439,0.00000151971,7.658962e-7,0.0007250606,0.6859158,0.0002550587],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2762927,0.00004610403,0.000006895044,0.0001541316,0.00005193543,0.001827177,0.000003248971,0.00002542481,0.7215923],"genre_scores_gemma":[0.8517666,0.000002491117,0.0001405579,0.00006842335,0.00003860814,0.00004834615,0.000005123062,0.00001410955,0.1479158],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.685378,"threshold_uncertainty_score":0.9838611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1553824619044575,"score_gpt":0.3312348403009915,"score_spread":0.175852378396534,"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."}}