{"id":"W1585296544","doi":"10.23860/thesis-cady-pamela-2011","title":"A RIVERBANK FILTRATION DEMONSTRATION PROJECT ON THE KALI RIVER, DANDELI, KARNATAKA, INDIA","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Watershed Watch Salmon Society; World Bank Group","keywords":"Kali; Hydrology (agriculture); Hydrogeology; Filtration (mathematics); Environmental science; Geology; Water resource management; Geotechnical engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004223045,0.0003959862,0.0002308683,0.0003221624,0.001496813,0.0006777676,0.0006081901,0.0003613104,0.002367571],"category_scores_gemma":[0.0003175058,0.0001677081,0.0004021604,0.000370466,0.0005625206,0.0003752205,0.0006710303,0.0004261752,0.0003462254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001088346,"about_ca_system_score_gemma":0.003976134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03761845,"about_ca_topic_score_gemma":0.05278432,"domain_scores_codex":[0.9997223,0.00005752852,0.00001020315,0.0000775617,0.00006296624,0.00006938133],"domain_scores_gemma":[0.9996656,0.00002995846,0.00003995846,0.00003357464,0.0001148506,0.0001160612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001446182,0.004321445,0.1327065,0.001327031,0.00014346,0.005824226,0.009287151,0.009142674,0.5221381,0.003501633,0.009092676,0.301069],"study_design_scores_gemma":[0.000416627,0.01719731,0.7882976,0.0001245823,0.0001962182,0.003323706,0.01236256,0.008326299,0.1057674,0.0006636988,0.06311361,0.0002104283],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883328,0.0000813064,0.004677288,0.0002909351,0.00001720829,0.0007621472,0.000445038,0.0002799463,0.005113393],"genre_scores_gemma":[0.9767352,0.0001815242,0.01093301,0.00008059981,0.000006274004,0.000309575,0.0005475024,0.00001778982,0.01118853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03761845,"threshold_uncertainty_score":0.074799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02724596133815586,"score_gpt":0.2359959543231916,"score_spread":0.2087499929850358,"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."}}