{"id":"W1605176296","doi":"10.1002/9780470760383.ch7","title":"Unconfined Confluences in Braided Rivers","year":2008,"lang":"en","type":"other","venue":"","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Geology; Confluence; Hydrology (agriculture); Geotechnical engineering; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006445336,0.0001287078,0.0002055069,0.0001088826,0.00006114033,0.00002502567,0.0002847408,0.0003049936,0.02351301],"category_scores_gemma":[0.00003817508,0.0001073824,0.0000444817,0.0001746626,0.0003490534,0.00007010356,0.00001772285,0.0001294046,0.0002756896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005211154,"about_ca_system_score_gemma":0.0002453561,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.121377,"about_ca_topic_score_gemma":0.1205749,"domain_scores_codex":[0.999097,0.00005164392,0.0001131918,0.0002044217,0.0002848012,0.0002489372],"domain_scores_gemma":[0.9996945,0.00001755598,0.0001013929,0.0001175213,0.00001314119,0.00005588894],"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":[0.000001807662,0.000004261215,0.003044397,0.000003945555,0.000008256166,0.00001776923,0.001952897,5.86942e-7,0.000002726654,0.006098859,0.9879792,0.0008852744],"study_design_scores_gemma":[0.0001756479,0.000006879508,0.001583011,0.00004695721,0.000002208789,3.636397e-7,0.0005395729,2.733308e-7,0.00001014895,0.0005447486,0.9969366,0.0001536037],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003822405,0.0001853534,0.000004048337,0.0004925469,0.00052591,0.0001650995,0.00001049383,0.0001180808,0.9981163],"genre_scores_gemma":[0.002845564,0.001219145,0.0002548179,0.0005527528,0.0003656498,0.000003814864,0.000005780195,0.00005618454,0.9946963],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02323732,"threshold_uncertainty_score":0.9773796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01164320987248399,"score_gpt":0.2625091968097706,"score_spread":0.2508659869372867,"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."}}