{"id":"W7028482581","doi":"","title":"Estimation of intensity duration frequency curves for current and future climate","year":2009,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Downscaling; Storm; Climate change; Surface runoff; Climate model; Estimation; Scale (ratio); Hydrological modelling; Current (fluid); Spatial ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006206642,0.0004683361,0.0004948212,0.0001704741,0.0007019755,0.00003713749,0.0003257446,0.0002930187,0.0001587103],"category_scores_gemma":[0.0001884673,0.0004888541,0.0001841559,0.0003289946,0.00008324516,0.001054303,0.0001166246,0.000468171,0.00007789867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005293317,"about_ca_system_score_gemma":0.000008885739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000171351,"about_ca_topic_score_gemma":0.001146622,"domain_scores_codex":[0.9973344,0.0001005883,0.0007998643,0.0007656229,0.0005485944,0.0004509446],"domain_scores_gemma":[0.998509,0.00005094033,0.0007326007,0.0004627789,0.00009963354,0.0001449926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002738989,0.0005188361,0.0008313345,0.003015107,0.000136621,0.000005867228,0.00004378444,0.0001728941,0.01834778,0.0416515,0.0003754403,0.9346269],"study_design_scores_gemma":[0.00455062,0.001734688,0.5448305,0.005561578,0.003485503,0.000047508,0.0007494268,0.00390723,0.06745391,0.1988792,0.1628032,0.005996542],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738965,0.001223987,0.00001191872,0.0001141081,0.001605446,0.00226013,0.001234518,0.000195828,0.01945758],"genre_scores_gemma":[0.9872006,0.003438443,0.004100632,0.0001794628,0.0000711353,0.0002219129,0.003968416,0.0000876276,0.0007317225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9286304,"threshold_uncertainty_score":0.9997563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361673286199312,"score_gpt":0.2432973126511491,"score_spread":0.229680579789156,"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."}}