{"id":"W2072199809","doi":"10.2495/safe-v1-n4-376-388","title":"Methods to evaluate floods on a burned watershed","year":2011,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Watershed; Environmental science; Water resource management; Hydrology (agriculture); Computer science; Geology; Geotechnical engineering; Machine learning","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":[],"consensus_categories":[],"category_scores_codex":[0.002219216,0.0007427803,0.0006713575,0.004001739,0.0005949572,0.001366357,0.0008043426,0.0005823344,0.003490373],"category_scores_gemma":[0.005687411,0.0004521219,0.0006835949,0.002622894,0.0004490589,0.0009222716,0.0008754285,0.0007653036,0.0005669298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006048272,"about_ca_system_score_gemma":0.0009940639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006874679,"about_ca_topic_score_gemma":0.0108771,"domain_scores_codex":[0.9991698,0.0003024857,0.00007154642,0.0001671926,0.0002359241,0.00005302497],"domain_scores_gemma":[0.9975166,0.001275789,0.0002932507,0.0001534929,0.0005876903,0.0001732117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001234386,0.0005487934,0.1305847,0.0007654926,0.0006232518,0.0002532731,0.0009264938,0.2833688,0.03577981,0.004868436,0.002216832,0.5388297],"study_design_scores_gemma":[0.0001041485,0.000389767,0.05863599,0.00005492321,0.0001129417,0.000133079,0.0006378062,0.9230106,0.008555762,0.005740631,0.00252303,0.0001014226],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2390576,0.0005303169,0.7512312,0.0001409789,0.0000965929,0.000646667,0.001721009,0.001632879,0.00494268],"genre_scores_gemma":[0.6373983,0.0003976349,0.3561052,0.00002634418,0.0000435232,0.0006920043,0.001494587,0.0002175234,0.003624865],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006874679,"threshold_uncertainty_score":0.01366931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752139449729125,"score_gpt":0.276131423484765,"score_spread":0.2586100289874738,"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."}}