{"id":"W1517004460","doi":"10.3133/ofr20071315","title":"Video documentation of experiments at the USGS debris-flow flume 1992–2024","year":2007,"lang":"en","type":"article","venue":"Antarctica A Keystone in a Changing World","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; Debris flow; Geology; Debris; Flume; Geological survey; Hydrology (agriculture); Library science; Computer science; Oceanography; Flow (mathematics); Geotechnical engineering; Paleontology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005646572,0.0004867592,0.0002200322,0.0008134744,0.0007282704,0.0004424765,0.000497899,0.0004151082,0.1485241],"category_scores_gemma":[0.00120406,0.0001824604,0.0001853425,0.0005118889,0.0001700764,0.0005463543,0.0004685475,0.0006798772,0.03003297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007332727,"about_ca_system_score_gemma":0.0008380887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0244452,"about_ca_topic_score_gemma":0.06825326,"domain_scores_codex":[0.9998189,0.00001454319,0.000006474955,0.00002972214,0.0001017749,0.00002866253],"domain_scores_gemma":[0.9994535,0.00009884992,0.00001838398,0.00008001325,0.0002581291,0.00009109851],"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":[0.0005002664,0.0001397605,0.001754641,0.0003634793,0.00001694188,0.0001725365,0.0002455549,0.001113189,0.02653977,0.001086784,0.9035021,0.06456487],"study_design_scores_gemma":[0.0001553388,0.0003578899,0.03758484,0.0002481882,0.0000258653,0.0001558105,0.0004652598,0.003281482,0.01674681,0.0008444068,0.9400731,0.00006087189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.06407604,0.0009068309,0.03023607,0.001585785,0.00265175,0.002282135,0.4933062,0.01754365,0.3874116],"genre_scores_gemma":[0.2111782,0.001844781,0.05388817,0.00144912,0.000419824,0.003844064,0.510397,0.005485008,0.2114938],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1485241,"threshold_uncertainty_score":0.4968626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009844977423289172,"score_gpt":0.2660839265418045,"score_spread":0.2562389491185153,"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."}}