{"id":"W2173595134","doi":"10.1007/978-3-319-17719-9_12","title":"Channel Stability: Morphodynamics and the Morphology of Rivers","year":2015,"lang":"en","type":"book-chapter","venue":"GeoPlanet: earth and planetary sciences","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Beach morphodynamics; Channel (broadcasting); Geology; Sediment transport; Sediment; Bedform; Geomorphology; Hydrology (agriculture); Context (archaeology); River morphology; Fluvial; Geotechnical engineering; Structural basin; Paleontology; 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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000795816,0.0002329195,0.0003744092,0.00004943622,0.00021154,0.00001458642,0.0002761008,0.0002132848,0.002901989],"category_scores_gemma":[0.000009713288,0.0001514195,0.00002798726,0.00004061169,0.005401538,0.0001152885,0.00007183499,0.000234785,0.00007313869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003427103,"about_ca_system_score_gemma":0.00004047898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00100444,"about_ca_topic_score_gemma":0.001574392,"domain_scores_codex":[0.9986911,0.00004074549,0.000241066,0.000445177,0.000321729,0.0002602226],"domain_scores_gemma":[0.9993223,0.0002253956,0.000155007,0.0001645247,0.00000716698,0.0001256313],"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":[0.0071833,0.0002689376,0.7655651,0.001590974,0.00127003,0.001386931,0.01803703,0.07617466,0.0002582289,0.05265859,0.0194692,0.05613702],"study_design_scores_gemma":[0.008674486,0.004781125,0.1441197,0.000264946,0.001230767,0.002545134,0.0007281968,0.03150779,0.00009438413,0.2669524,0.5355436,0.003557424],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6354238,0.01322118,0.00002860849,0.001011248,0.0003549035,0.0007720041,0.0007893541,0.00004601771,0.3483529],"genre_scores_gemma":[0.9785935,0.004377448,0.0002223012,0.0007195141,0.00005674246,0.000003254231,0.0005505127,0.00001204068,0.01546465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6214454,"threshold_uncertainty_score":0.9980095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883585764226216,"score_gpt":0.183636338877319,"score_spread":0.1648004812350569,"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."}}