{"id":"W4254089021","doi":"10.4095/301253","title":"Major Floods","year":2010,"lang":"en","type":"report","venue":"","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Environmental science; Geography","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":[0.0004337446,0.0007617101,0.0003767305,0.00124743,0.0008070378,0.0008857057,0.0004968754,0.0004341193,0.06617048],"category_scores_gemma":[0.001510408,0.0002162591,0.0003560929,0.001774699,0.0001831763,0.0007466353,0.00131766,0.0005299008,0.03223811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016427,"about_ca_system_score_gemma":0.004638214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03183248,"about_ca_topic_score_gemma":0.04217127,"domain_scores_codex":[0.999112,0.00005063068,0.00005900648,0.0000913107,0.0004791069,0.0002080355],"domain_scores_gemma":[0.9989972,0.00005088382,0.000152964,0.00006681947,0.0004985523,0.0002336719],"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":[0.0001471697,0.0000848684,0.01872005,0.0003631245,0.00003161019,0.0001559424,0.0002427668,0.0002356008,0.0005109865,0.002229592,0.8701726,0.1071058],"study_design_scores_gemma":[0.00004616768,0.00008557988,0.1351615,0.0002130397,0.00002287533,0.0003308825,0.0004367551,0.0001468078,0.0003419283,0.000782356,0.8624124,0.00001971649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03477678,0.002663672,0.001870312,0.002747725,0.001717481,0.001133547,0.3049772,0.002949174,0.6471641],"genre_scores_gemma":[0.1430584,0.01073496,0.002930209,0.003311089,0.001309926,0.001154947,0.401717,0.0004011632,0.4353822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06617048,"threshold_uncertainty_score":0.2213623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518757582291927,"score_gpt":0.2818774798616866,"score_spread":0.2666899040387673,"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."}}