{"id":"W4285390140","doi":"10.1038/s41893-022-00929-1","title":"Beyond just floodwater","year":2022,"lang":"en","type":"article","venue":"Nature Sustainability","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Flooding (psychology); Hazard; Water flooding; Environmental science; Water resource management; Hydrology (agriculture); Computer science; Geology; Petroleum engineering; Psychology; Geotechnical engineering; 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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000915146,0.0001101829,0.0001346907,0.00004512182,0.001443716,0.00005891043,0.0004658796,0.0001936414,0.002838548],"category_scores_gemma":[0.0004842504,0.0001006277,0.00009676081,0.0004265973,0.0002419841,0.000258861,0.0002403706,0.001106277,0.000006538382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205669,"about_ca_system_score_gemma":0.0006074764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001168885,"about_ca_topic_score_gemma":0.000367623,"domain_scores_codex":[0.9980353,0.0003382733,0.0001454144,0.0003237272,0.0006791666,0.0004781043],"domain_scores_gemma":[0.9992139,0.00004277531,0.00006164715,0.000320738,0.0002636684,0.00009731315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000226202,0.0003124301,0.1255197,0.000118158,0.00004651762,0.0001194039,0.08417296,0.0003348041,0.00008429697,0.509105,0.2616468,0.01831373],"study_design_scores_gemma":[0.0001728755,0.00003618645,0.02006919,5.301698e-7,0.00000770982,0.000001503876,0.02750618,0.000002835838,0.0000866195,0.1275655,0.8244104,0.0001403993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9009382,0.0003995906,0.00001120049,0.02209051,0.001571946,0.0005927267,0.00005034243,0.0001551347,0.07419041],"genre_scores_gemma":[0.9886224,0.000004767182,0.00006363325,0.00162534,0.0004185936,0.00004948591,0.00001347074,0.000009945072,0.009192321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5627636,"threshold_uncertainty_score":0.9998563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004639416669881705,"score_gpt":0.2899100154618705,"score_spread":0.2852705987919887,"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."}}