{"id":"W2553795071","doi":"10.1002/2016wr019592","title":"Reply to comment by Spyros Beltaos on “Estimation of composite hydraulic resistance in ice‐covered alluvial streams”","year":2016,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Hydro; Golder Associates (Canada); University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Manitoba Hydro; University of Ottawa","keywords":"Alluvium; STREAMS; Geology; Composite number; Estimation; Geotechnical engineering; Hydrology (agriculture); Geomorphology; Mathematics; Computer science; Engineering; Algorithm","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005188652,0.001252424,0.001263612,0.0008638819,0.002540957,0.001849066,0.003214774,0.02452876,0.005088088],"category_scores_gemma":[0.02966068,0.0009557543,0.001283916,0.000871525,0.00293655,0.004383818,0.002006422,0.03106744,0.007510183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002817566,"about_ca_system_score_gemma":0.002479866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009966212,"about_ca_topic_score_gemma":0.008407196,"domain_scores_codex":[0.9969141,0.0007906657,0.0005528698,0.0006155316,0.0008764551,0.0002503499],"domain_scores_gemma":[0.9847477,0.00798317,0.001221687,0.0005157135,0.004625933,0.0009057797],"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":[0.00006058527,0.00001293906,0.0004130747,0.0001018191,0.00001601466,0.0003027488,0.0002167568,0.0000640769,0.0002656499,0.00078091,0.9948393,0.002926184],"study_design_scores_gemma":[0.00007007,0.00007749358,0.00473198,0.0004363159,0.00004861344,0.0009083204,0.001228377,0.000406605,0.001379586,0.004383425,0.9861837,0.0001454904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004666035,0.001631259,0.0002880656,0.9482879,0.04830706,0.00001647666,0.0001921291,0.00007756383,0.000732876],"genre_scores_gemma":[0.003991133,0.001121068,0.0002875952,0.9561771,0.03563603,0.00005610823,0.0000643024,0.00006580595,0.002600893],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02452876,"threshold_uncertainty_score":0.02744061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03625954073172313,"score_gpt":0.2828316206466706,"score_spread":0.2465720799149475,"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."}}