{"id":"W4238407683","doi":"10.1002/047147844x.sw296","title":"Flood Prevention","year":2004,"lang":"en","type":"other","venue":"Water Encyclopedia","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Flood myth; Flooding (psychology); Flood prevention; Section (typography); Environmental planning; Flood stage; Natural (archaeology); Order (exchange); Geography; Environmental resource management; Business; Environmental science; 100-year flood; Advertising; Psychology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008178697,0.0002384899,0.0001684974,0.00006610879,0.00003655403,0.00002534618,0.0002604152,0.0001522369,0.07435367],"category_scores_gemma":[0.000001222623,0.0001668037,0.00007795604,0.00005917009,0.00005178296,0.00007149419,0.0003082172,0.000113627,0.0196001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001075211,"about_ca_system_score_gemma":0.00000684158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001148465,"about_ca_topic_score_gemma":0.001484701,"domain_scores_codex":[0.9988097,0.0000240946,0.0001511056,0.0003897141,0.0002986869,0.000326708],"domain_scores_gemma":[0.9995386,0.000001524388,0.00005676556,0.0003344425,9.907601e-7,0.00006769115],"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":[0.000001909725,0.0001150952,0.0008607648,0.00003296292,0.00003762883,0.00002002372,0.0001156366,0.0000501777,0.00004982065,0.0001024154,0.9908207,0.007792857],"study_design_scores_gemma":[0.0002869616,0.00003851661,0.0006070654,0.00004176444,0.00005772183,8.186202e-7,0.000006843086,0.000002483868,0.0001049586,0.001113926,0.9974667,0.0002722828],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002616741,0.00007146008,0.000407724,0.0001025453,0.0005657838,0.0004684993,0.000004578192,0.0002292805,0.9978884],"genre_scores_gemma":[0.000613822,0.0006150237,0.002437665,0.00007240236,0.0002557192,0.0000629912,0.0001169795,0.0002396383,0.9955857],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05475356,"threshold_uncertainty_score":0.9811633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004943217599588196,"score_gpt":0.2185611137429831,"score_spread":0.2136178961433949,"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."}}