{"id":"W4411617410","doi":"10.51847/xkvwjhz","title":"10.51847/xKVWjhz","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood myth; Geography; Environmental planning; Civil engineering; Water resource management; Cartography; Archaeology; Engineering; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003919142,0.001074954,0.0005295436,0.001753772,0.001001781,0.002253013,0.0008755965,0.002149915,0.9640902],"category_scores_gemma":[0.0008507372,0.0003736654,0.0004274279,0.001560704,0.0004768056,0.001683086,0.001654805,0.000898925,0.969131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005595688,"about_ca_system_score_gemma":0.0004231421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003410088,"about_ca_topic_score_gemma":0.002249035,"domain_scores_codex":[0.9997602,0.00001834705,0.00001761671,0.00007472605,0.00007693673,0.0000520369],"domain_scores_gemma":[0.999418,0.0001036524,0.0000254557,0.00009629804,0.0002016063,0.0001549901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001538414,0.0001705703,0.0009357859,0.000253831,0.00001607957,0.0002123797,0.0001065164,0.000333595,0.004201727,0.003667693,0.2939884,0.6959595],"study_design_scores_gemma":[0.00004103277,0.00005796291,0.00121586,0.0001598136,0.00001413339,0.0002794668,0.0001224998,0.0004169266,0.001050172,0.0009567256,0.9956679,0.00001743239],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001592809,0.0003796294,0.002652951,0.0005602246,0.0006142865,0.0001063536,0.001209623,0.002148793,0.9907354],"genre_scores_gemma":[0.003398306,0.0002109933,0.001024034,0.0002447719,0.00007615437,0.00004389205,0.001068953,0.0002547775,0.9936782],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03590977,"threshold_uncertainty_score":0.05122083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003686933529023668,"score_gpt":0.1729583824026006,"score_spread":0.1692714488735769,"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."}}