{"id":"W1571347478","doi":"10.1023/a:1015220811211","title":"History and Goals of Canadian Debris Flow Research, A Review","year":2002,"lang":"en","type":"article","venue":"Natural Hazards","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Debris flow; Subaerial; Natural hazard; Debris; Library science; Geography; Geology; Computer science; Meteorology","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":[0.0004740444,0.00009451299,0.0001792228,0.0001314184,0.00009359265,0.000006376867,0.0001825936,0.0001048924,0.0086776],"category_scores_gemma":[0.0001201474,0.00006776075,0.00005464005,0.0004294134,0.0002731936,0.0001034448,0.00008754658,0.0003750894,0.0003052452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004961885,"about_ca_system_score_gemma":0.00003058794,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04784678,"about_ca_topic_score_gemma":0.02733312,"domain_scores_codex":[0.9987768,0.00008215925,0.0001736986,0.0002170777,0.0004104592,0.0003398331],"domain_scores_gemma":[0.9994503,0.00003596413,0.00003637785,0.0002125987,0.00002672046,0.0002380027],"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":[0.000004383832,0.00001523163,0.001237172,0.0001082699,0.00001365735,0.00003253981,0.0002724943,0.000004561902,0.0004309823,0.00005817673,0.8493078,0.1485148],"study_design_scores_gemma":[0.0001530301,0.00004636237,0.006112456,0.0002632602,0.00001660655,0.00002350016,0.000009318826,0.002195685,0.00007717888,0.00006217447,0.9909146,0.0001257731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1598997,0.5022949,0.000001097924,0.00842598,0.0009388166,0.0007062427,0.00003479838,0.00005121855,0.3276472],"genre_scores_gemma":[0.9238688,0.06008141,0.0005405783,0.001189547,0.00004777429,0.000008547073,0.000005066793,0.00001529758,0.01424299],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7639691,"threshold_uncertainty_score":0.9922286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03616307526753598,"score_gpt":0.254229039157562,"score_spread":0.218065963890026,"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."}}