{"id":"W1496047348","doi":"10.5860/choice.47-1434","title":"Managing water resources in a time of global change: mountains, valleys and flood plains","year":2009,"lang":"en","type":"article","venue":"Choice Reviews Online","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood myth; Water resources; Hydrology (agriculture); Physical geography; Geography; Geology; Ecology; Archaeology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001319879,0.001584398,0.000937228,0.001304295,0.001363201,0.004813972,0.001423172,0.002799325,0.01215171],"category_scores_gemma":[0.004642291,0.0005643064,0.0006126062,0.001378123,0.001359583,0.00352541,0.001672987,0.003812893,0.004651362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001320336,"about_ca_system_score_gemma":0.002597026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006553928,"about_ca_topic_score_gemma":0.01638354,"domain_scores_codex":[0.9993144,0.0001719032,0.00007138426,0.0001404507,0.0002404073,0.00006145814],"domain_scores_gemma":[0.9977109,0.0008657872,0.0001569997,0.00006074631,0.0008817089,0.0003238671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000945693,0.00000877108,0.0001254142,0.0001518573,0.000003852276,0.0000477535,0.000152727,0.00008691513,0.00006221042,0.0009872795,0.9707874,0.02757626],"study_design_scores_gemma":[0.000005321974,0.00001453385,0.0003357696,0.0002613941,0.000005678756,0.0001033857,0.0005158938,0.00008135262,0.00005625912,0.001033387,0.9975798,0.000007281189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.001086019,0.2071907,0.001876836,0.1760171,0.5891005,0.00007996817,0.0004297651,0.0002400834,0.0239791],"genre_scores_gemma":[0.01473697,0.222492,0.002445823,0.04091905,0.5504898,0.0001135401,0.0004808405,0.0002892943,0.1680327],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01215171,"threshold_uncertainty_score":0.04065156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03580724789506549,"score_gpt":0.328467085744667,"score_spread":0.2926598378496015,"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."}}