{"id":"W7140295732","doi":"10.1002/essoar.10512993.1","title":"The diversity of pool riffle morphologies","year":2022,"lang":"","type":"article","venue":"","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Riffle; Flow (mathematics); Sediment; Diversity (politics); Flow conditions; Flow properties; Sediment transport; Field (mathematics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004639341,0.0002826262,0.000352995,0.003004662,0.0003532446,0.0005104017,0.0003135067,0.0002000472,0.001466158],"category_scores_gemma":[0.001027998,0.0001526904,0.0002521379,0.001416024,0.0004194597,0.0004707865,0.0005778975,0.0001121813,0.0004293212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001638173,"about_ca_system_score_gemma":0.0001132396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00168311,"about_ca_topic_score_gemma":0.00647436,"domain_scores_codex":[0.9996226,0.00006378295,0.00004488975,0.0001270205,0.00008523365,0.00005641331],"domain_scores_gemma":[0.9989864,0.00029454,0.0003029036,0.0001038173,0.0002361703,0.00007606137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008201088,0.00001069558,0.9386218,0.0001292033,0.0001492833,0.0002675741,0.001233389,0.0003434058,0.01541463,0.0001464905,0.0003375417,0.04326401],"study_design_scores_gemma":[0.000001420985,0.00003409127,0.9977609,0.000009330068,0.00001588779,0.0002780519,0.0003377245,0.0001154174,0.0006545281,0.00004811833,0.0007376873,0.000006982169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954835,0.0006060286,0.0008676805,0.00001297052,0.000001738026,0.0000154241,0.0008740796,0.00003156201,0.002107012],"genre_scores_gemma":[0.9967757,0.0003330757,0.001181725,0.00001128049,0.000004849043,0.00001778842,0.001066918,0.00001137014,0.0005972944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003004662,"threshold_uncertainty_score":0.004904807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0442253526913556,"score_gpt":0.246637093559102,"score_spread":0.2024117408677464,"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."}}