{"id":"W2125542191","doi":"10.1139/f06-181","title":"Shaking and moving: low rates of sediment transport trigger mass drift of stream invertebrates","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Leverhulme Trust","keywords":"Bed load; Invertebrate; Environmental science; Sediment; Hydrology (agriculture); Geology; Sediment transport; Hyperconcentrated flow; Ecology; Geomorphology; Biology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009076365,0.00009412358,0.0002251967,0.0001057864,0.0001558196,0.00001781933,0.0001726153,0.00004937271,0.000499552],"category_scores_gemma":[0.00003861017,0.00007100109,0.00003295897,0.0002480822,0.001557708,0.0003658145,0.0000049034,0.00007499196,3.989738e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001465786,"about_ca_system_score_gemma":0.0001774429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003525227,"about_ca_topic_score_gemma":0.01636709,"domain_scores_codex":[0.999002,0.00001536187,0.0004114932,0.0001265873,0.0002168769,0.0002276654],"domain_scores_gemma":[0.9993643,0.00009588504,0.0002272148,0.00004715462,0.0000129383,0.0002525541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001374121,0.00001295266,0.9913444,0.00003103279,0.00001534184,0.00002506336,0.002004968,0.00007909377,0.002562795,0.0000647553,0.00006227826,0.003783584],"study_design_scores_gemma":[0.0009102562,0.001334899,0.9296145,0.0003238473,0.0001156034,0.00007693276,0.005926206,0.00175686,0.05326416,0.004132281,0.002190729,0.0003536998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972287,0.0005637055,0.000289322,0.0005356841,0.00007741393,0.00005033666,0.000002725965,0.000001268462,0.001250828],"genre_scores_gemma":[0.9989455,0.00008409117,0.000785386,0.000124417,0.00001206961,3.379838e-7,4.918035e-7,0.00000298934,0.00004473438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06172987,"threshold_uncertainty_score":0.913322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01279737460415633,"score_gpt":0.2161021654688629,"score_spread":0.2033047908647065,"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."}}