{"id":"W7096896566","doi":"","title":"Effectiveness of Isolated Pipeline Crossing Techniques to Mitigate Sediment Impacts","year":2015,"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":"STREAMS; Trout; Sediment; Culvert; Hydrology (agriculture); Flume; Habitat; Riffle; Pipeline (software)","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":[0.0004175568,0.0003462114,0.000170103,0.0004215359,0.0004869971,0.0002639916,0.0004524165,0.0001947648,0.0008872705],"category_scores_gemma":[0.001024153,0.0001050436,0.0001963732,0.000222058,0.000337011,0.0002435403,0.0003958166,0.0002081467,0.00007159747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008246602,"about_ca_system_score_gemma":0.001687353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01384785,"about_ca_topic_score_gemma":0.08033483,"domain_scores_codex":[0.9995978,0.00009418323,0.00002534381,0.0000694394,0.0001423466,0.00007080945],"domain_scores_gemma":[0.9990005,0.0001554085,0.0004610592,0.00006918704,0.0001653147,0.0001485562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002305304,0.004929031,0.3238823,0.001156658,0.0006523652,0.000660959,0.002496297,0.01691004,0.2242842,0.0005326126,0.001440066,0.4207501],"study_design_scores_gemma":[0.0001039482,0.01428234,0.9395627,0.0001450089,0.0002784137,0.0002410916,0.00137706,0.004225827,0.03550805,0.0001728357,0.004072211,0.00003037717],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980939,0.0001676603,0.0006638974,0.00001552617,0.000003623998,0.00003284785,0.0000174854,0.00001801909,0.0009870424],"genre_scores_gemma":[0.9975777,0.0001478653,0.001650577,0.0000120041,0.000003069074,0.00001622292,0.00004409402,0.000002959052,0.0005455319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01384785,"threshold_uncertainty_score":0.02753448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0113221575303591,"score_gpt":0.263252483618038,"score_spread":0.2519303260876789,"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."}}