{"id":"W576132080","doi":"10.4324/9780203085875","title":"Adaptation to Climate Change through Water Resources Management","year":2014,"lang":"en","type":"book","venue":"","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adaptation (eye); Climate change adaptation; Climate change; Environmental resource management; Environmental science; Geography; Ecology; Psychology; Biology; Neuroscience","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009500343,0.0003901871,0.0003820848,0.0002663379,0.0007523731,0.0004232911,0.0007883164,0.0002428955,0.001573615],"category_scores_gemma":[0.000003086901,0.0003073174,0.0001705825,0.0001039364,0.0001898266,0.0002145227,0.0003612515,0.0001880559,0.005387922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004237362,"about_ca_system_score_gemma":0.00001530496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001534714,"about_ca_topic_score_gemma":0.006013649,"domain_scores_codex":[0.9966249,0.0001969622,0.0003967761,0.0007111891,0.001124537,0.0009456687],"domain_scores_gemma":[0.9991095,0.00002807041,0.00008825224,0.0005323124,0.00005965174,0.00018218],"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":[0.00006823705,0.00006303835,0.0000165525,0.0006769893,0.0002515809,0.00005212978,0.4083439,0.000109435,0.000001004813,0.3930294,0.1190972,0.07829052],"study_design_scores_gemma":[0.000188999,0.00006294957,0.00003142103,0.0001848838,0.0001120352,1.814155e-7,0.002498504,0.000006935776,0.000004163757,0.006802174,0.9896377,0.0004700625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008873839,0.00006350416,0.00210325,0.007129461,0.0005333406,0.002240579,0.0000143376,0.0004590725,0.9873677],"genre_scores_gemma":[0.001639622,0.000346331,0.002350373,0.005063656,0.001400196,0.000347627,0.0001098211,0.00009282934,0.9886495],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8705406,"threshold_uncertainty_score":0.9999379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04886340417179731,"score_gpt":0.2816915332473919,"score_spread":0.2328281290755946,"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."}}