{"id":"W2621716292","doi":"","title":"Minimum and Maximum Times Required to Obtain Representative Suspended Sediment Samples","year":2014,"lang":"en","type":"article","venue":"2014 AGU Fall Meeting","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Environmental science; Sediment; Computer science; Geology; Hydrology (agriculture); Geomorphology; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009585893,0.0001851288,0.0002383592,0.0000351795,0.0003138638,0.00005738154,0.0002004098,0.00005538632,0.0001459933],"category_scores_gemma":[0.0002541132,0.0001495606,0.00004517318,0.00009141027,0.0002196696,0.0001004159,0.0006465339,0.00008614043,0.0005121184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005885181,"about_ca_system_score_gemma":0.000002563367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004564296,"about_ca_topic_score_gemma":0.00122861,"domain_scores_codex":[0.9982231,0.0002733762,0.0002764677,0.0004997302,0.0003202256,0.0004070598],"domain_scores_gemma":[0.9991773,0.0002975687,0.00009879134,0.0002534457,0.000009898493,0.0001630351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002434968,0.0002214614,0.7219825,0.0001245718,0.0001889963,0.00002312355,0.06161185,0.00236064,0.05558074,0.001197127,0.1407394,0.0157261],"study_design_scores_gemma":[0.004514785,0.00160005,0.3817117,0.0005409849,0.0002380661,0.00004412337,0.03298857,0.00527742,0.06953936,0.03979662,0.4604094,0.003338915],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9501461,0.0000865885,0.000310281,0.00257598,0.0001006831,0.0002800569,0.00000501205,0.00006824773,0.04642705],"genre_scores_gemma":[0.9909343,0.00002065999,0.005665574,0.0006494546,0.0001176943,0.00002472737,0.000005533442,0.00001755269,0.002564481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3402709,"threshold_uncertainty_score":0.6899881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03979760154222571,"score_gpt":0.2623181213926439,"score_spread":0.2225205198504182,"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."}}