{"id":"W2005524263","doi":"10.3390/w6020381","title":"Real Time Estimation of the Calgary Floods Using Limited Remote Sensing Data","year":2014,"lang":"en","type":"article","venue":"Water","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood myth; Flooding (psychology); Remote sensing; Environmental science; Estimation; Event (particle physics); Flash flood; Computer science; Geography; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002884584,0.00005922604,0.00006398348,0.00001175415,0.00007446756,0.00001627551,0.0002192845,0.00002301646,0.0001636438],"category_scores_gemma":[0.000008371736,0.00003302749,0.00001681741,0.00005196203,0.00005498651,0.0001503127,0.0006815671,0.00003675917,0.0001395265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003011924,"about_ca_system_score_gemma":0.000001682935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0020955,"about_ca_topic_score_gemma":0.00006027618,"domain_scores_codex":[0.9993787,0.00005911736,0.0001111677,0.0001561323,0.0001695679,0.0001252837],"domain_scores_gemma":[0.9994164,0.000009004173,0.00003368939,0.0005209843,0.000002201036,0.00001773016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002254043,0.00004491681,0.003335184,0.00003543713,0.00004396858,0.000003530784,0.0007512754,0.05124035,0.6596339,0.00004428831,0.006549959,0.2782947],"study_design_scores_gemma":[0.00009986152,0.000008979821,0.00765118,0.00001205706,0.00003002079,0.00000114877,0.000003715315,0.9765446,0.0137172,0.0002679161,0.001605677,0.0000576563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717633,7.193165e-7,0.01773217,0.0002443866,0.0001062126,0.0001204689,0.000001148027,0.0000212111,0.01001046],"genre_scores_gemma":[0.9265908,0.000002424752,0.07211578,0.0000864794,0.00002976319,6.540658e-8,0.00003358308,0.00001004721,0.001131083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9253042,"threshold_uncertainty_score":0.3167784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01901260310225079,"score_gpt":0.2487457242097972,"score_spread":0.2297331211075464,"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."}}