{"id":"W4322007036","doi":"10.5194/egusphere-egu23-8203","title":"The abundance of plunging flows in bedrock rivers","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Ottawa; Simon Fraser University","funders":"","keywords":"Bedrock; Geology; Canyon; Geomorphology; Hydraulics; Sediment transport; Hydrology (agriculture); Erosion; Sediment; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001518939,0.0001092191,0.0001699665,0.001448569,0.0004815217,0.0007958236,0.0001972475,0.0002235853,0.0007351461],"category_scores_gemma":[0.0007789659,0.0001425453,0.00008822876,0.001354598,0.000561388,0.0002750283,0.0002859535,0.0001786877,0.0001011145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009738791,"about_ca_system_score_gemma":0.0005902615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1895044,"about_ca_topic_score_gemma":0.4400008,"domain_scores_codex":[0.9998104,0.00001462709,0.0000154876,0.00005821577,0.00005238283,0.00004885547],"domain_scores_gemma":[0.9993998,0.0001133898,0.0002120709,0.00003044063,0.0001732837,0.00007114121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000251957,0.000006669979,0.9858367,0.00001959931,0.00001338408,0.0001272055,0.0009652776,0.0001858205,0.00500885,0.00004410523,0.00007719883,0.007689963],"study_design_scores_gemma":[1.566033e-7,0.000003006828,0.9995345,0.000001815068,0.000001214788,0.00003346559,0.0002396087,0.0000392389,0.00006182372,0.000004513853,0.00007940261,0.000001378437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991924,0.00007987601,0.00007902633,0.000007982601,5.622729e-7,0.000002318795,0.0001510778,0.000006708038,0.0004800053],"genre_scores_gemma":[0.9992719,0.00008098386,0.0001945247,0.000005267326,0.000001230945,0.000002598871,0.0001845961,0.000002059448,0.0002568057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1895044,"threshold_uncertainty_score":0.3768027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442774155515499,"score_gpt":0.2360014190215733,"score_spread":0.2215736774664183,"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."}}