{"id":"W4411618006","doi":"10.51847/nwilre2cf5","title":"10.51847/nWilRe2Cf5","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geotechnical engineering; Section (typography); Hydraulic roughness; Surface finish; Geology; Flow (mathematics); Hydrology (agriculture); Mechanics; Engineering; Mechanical engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008068809,0.001357686,0.0006835431,0.002323721,0.001218152,0.003198823,0.001420655,0.003046688,0.961315],"category_scores_gemma":[0.001056051,0.0004328743,0.0006776375,0.002222024,0.000780456,0.001970901,0.001767607,0.001178308,0.9679015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047716,"about_ca_system_score_gemma":0.0006476075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004568301,"about_ca_topic_score_gemma":0.004291994,"domain_scores_codex":[0.9994863,0.00004563447,0.00004428194,0.0001640212,0.0001811471,0.00007851853],"domain_scores_gemma":[0.9989753,0.0001656295,0.00004799356,0.0001901984,0.0004473408,0.0001736145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001705176,0.0001523749,0.0009112735,0.0003587841,0.00001515544,0.0002547456,0.00008472649,0.000339851,0.003814407,0.003961313,0.2711096,0.7188272],"study_design_scores_gemma":[0.00001922317,0.00002893251,0.0005363524,0.000180569,0.000006138043,0.0001852022,0.00006501129,0.000385064,0.0006400897,0.0005496945,0.9973872,0.00001646691],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008976173,0.0005038133,0.00210775,0.0004946378,0.0006559103,0.0001010306,0.0009674821,0.001321231,0.9929506],"genre_scores_gemma":[0.002231291,0.0002401695,0.001140366,0.0002657484,0.00007392555,0.00005069928,0.0008066301,0.0002386772,0.9949527],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03868496,"threshold_uncertainty_score":0.0551793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004204522675410907,"score_gpt":0.1670132527307669,"score_spread":0.162808730055356,"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."}}