{"id":"W2581530189","doi":"10.3390/hydrology4010007","title":"A Multi-Faceted Debris-Flood Hazard Assessment for Cougar Creek, Alberta, Canada","year":2017,"lang":"en","type":"article","venue":"Hydrology","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Debris; Flood myth; Hydrology (agriculture); Hazard; Geology; Hazard analysis; Archaeology; Geography; Physical geography; Geotechnical engineering; Ecology; Oceanography; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001522642,0.0001417017,0.0002242142,0.00001002039,0.0005874104,0.00005288708,0.0004441783,0.000167122,0.001577668],"category_scores_gemma":[0.00006971305,0.0001201797,0.00006580098,0.00002237206,0.000165807,0.00008319433,0.0002066172,0.0001603323,0.00009692821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001828497,"about_ca_system_score_gemma":0.0001103883,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.799805,"about_ca_topic_score_gemma":0.9797571,"domain_scores_codex":[0.9988161,0.00003276192,0.0001866711,0.0003532695,0.0001615746,0.0004495642],"domain_scores_gemma":[0.9991054,0.0000724624,0.0001439652,0.0005249892,0.000009331051,0.0001438782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001379014,0.0002776894,0.8738355,0.00002286198,0.0002683752,0.0001319411,0.0002120529,0.005335936,0.005771811,0.0001197771,0.1067032,0.007182901],"study_design_scores_gemma":[0.002897768,0.0002503785,0.4885878,0.00000767697,0.00008607929,0.00004466155,0.00001728408,0.1129298,0.0003529581,0.0002147001,0.3942458,0.000365094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788817,0.00002996231,0.0009814727,0.003506159,0.0007294225,0.000424375,0.00003423228,0.00002285873,0.01538988],"genre_scores_gemma":[0.9885539,0.00001709334,0.003206979,0.0008371968,0.0000506887,0.00005490667,0.00001943282,0.00001952779,0.007240223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3852477,"threshold_uncertainty_score":0.9993351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136657667271206,"score_gpt":0.2550573082627247,"score_spread":0.2436907315900126,"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."}}