{"id":"W3142033050","doi":"","title":"Stream Simulation Design of Conn Creek Culvert","year":2012,"lang":"en","type":"article","venue":"","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Culvert; Tributary; Engineering; STREAMS; Civil engineering; Schedule; Fish <Actinopterygii>; Environmental science; Hydrology (agriculture); Geography; Fishery; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004119337,0.0005050984,0.0004064892,0.0005945556,0.0007939129,0.001179868,0.001086614,0.0006672022,0.00913711],"category_scores_gemma":[0.0009341844,0.0003612312,0.0004064495,0.0005248992,0.0004188803,0.0004237894,0.0006965804,0.0003850192,0.0009225475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001588235,"about_ca_system_score_gemma":0.00293106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03126757,"about_ca_topic_score_gemma":0.04314727,"domain_scores_codex":[0.999644,0.00009240399,0.00002966623,0.00005961511,0.0001202067,0.00005397629],"domain_scores_gemma":[0.9996207,0.00005736824,0.0000288557,0.00002904942,0.0001962245,0.00006777368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001513118,0.00006923998,0.006495493,0.00005299475,0.00001275206,0.0001660208,0.00006599028,0.9660203,0.004032526,0.003073757,0.002326014,0.01753367],"study_design_scores_gemma":[0.00006201496,0.0001444943,0.001502439,0.00001595119,0.00001433569,0.00003985445,0.00006420725,0.9867705,0.002893038,0.0006609969,0.007811708,0.00002045701],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3600342,0.0002777454,0.510124,0.0005409739,0.000252621,0.001117183,0.001849811,0.003645297,0.1221581],"genre_scores_gemma":[0.907347,0.0002236265,0.07102235,0.00007048614,0.00001424941,0.0005804173,0.0008457248,0.0001916765,0.01970445],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03126757,"threshold_uncertainty_score":0.06217116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02840710833171858,"score_gpt":0.2494110683045674,"score_spread":0.2210039599728488,"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."}}