{"id":"W1665414894","doi":"","title":"A comparison of three methods for estimating pro-glacial suspended sediment loads: an example from Castle Creek, Cariboo Mountains, British Columbia","year":2009,"lang":"en","type":"article","venue":"EGUGA","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glacier; Glacial period; Sediment; Hydrology (agriculture); Turbidity; Geology; Physical geography; Geomorphology; Oceanography; Geography; Geotechnical 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003202715,0.00009746958,0.0003485799,0.000008153394,0.0003942494,0.0002163178,0.0001789598,0.0000610891,0.001911911],"category_scores_gemma":[0.00006778852,0.0001350723,0.00006935507,0.0001440973,0.00005237077,0.0001510845,0.000014385,0.0000863583,0.000003313975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001246551,"about_ca_system_score_gemma":0.00005397603,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6473565,"about_ca_topic_score_gemma":0.8474981,"domain_scores_codex":[0.9988193,0.00005461437,0.0003626956,0.0002996315,0.0001819626,0.0002817952],"domain_scores_gemma":[0.9992023,0.0002682797,0.0001564981,0.000194863,0.00008580533,0.00009226804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002220366,0.00008061749,0.7219777,0.0000101538,0.00003588263,0.000001960552,0.001014258,0.001398938,0.00007691491,0.00001033191,0.005737273,0.2696338],"study_design_scores_gemma":[0.0006590205,0.0004999299,0.891085,0.00002483739,0.00005272634,0.000001983153,0.001314714,0.09678022,0.00005199807,0.002726804,0.006610452,0.0001922945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647493,0.0008839239,0.03234072,0.00007845312,0.0004597146,0.0006415733,0.0002753077,0.00005301685,0.000518006],"genre_scores_gemma":[0.6142655,0.000004098154,0.3848683,0.0001059404,0.0002337143,0.000007188747,0.0003973699,0.000004042628,0.0001138473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3525276,"threshold_uncertainty_score":0.9990005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1076919493806098,"score_gpt":0.3501967937756396,"score_spread":0.2425048443950298,"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."}}