{"id":"W2801807682","doi":"10.1520/jte20180055","title":"Evaluation of Soil Saver Walls on Aquatic Organism Passage Through Box Culverts","year":2018,"lang":"en","type":"article","venue":"Journal of Testing and Evaluation","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"American Water (Canada)","funders":"Kansas Department of Transportation; U.S. Department of Transportation","keywords":"Culvert; Environmental science; Geotechnical engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005531635,0.00008221066,0.0001336455,0.00003572442,0.0001178378,0.00001208514,0.00007782668,0.00006068468,0.00119245],"category_scores_gemma":[0.001422737,0.00006419942,0.00002598935,0.0001536764,0.0001247933,0.0004454727,0.00001269767,0.00009896276,0.00004245729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009555095,"about_ca_system_score_gemma":0.00008260194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005440144,"about_ca_topic_score_gemma":0.00002954393,"domain_scores_codex":[0.9979509,0.0002165695,0.0003554435,0.0001211389,0.001248986,0.0001070061],"domain_scores_gemma":[0.9990705,0.0001864968,0.0003859637,0.00008360136,0.0002365016,0.0000369348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000268063,0.000824148,0.1947894,0.00007656501,0.0002213244,0.000008135257,0.01028782,0.07311799,0.1573322,0.00004914017,0.002712606,0.5603126],"study_design_scores_gemma":[0.004992586,0.004449142,0.418149,0.0007122717,0.002242316,0.00009929038,0.0003255039,0.4076438,0.07983827,0.08088675,0.0002624292,0.0003985978],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933062,0.0001065985,0.0003850784,0.0003082507,0.000146566,0.0001193023,4.027225e-7,0.000005371211,0.005622283],"genre_scores_gemma":[0.9980627,0.00001829639,0.001622077,0.0001691816,0.00009792795,0.000002100822,0.000001260654,0.000005686036,0.00002074961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.559914,"threshold_uncertainty_score":0.9997206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06444044153466516,"score_gpt":0.3113563161571847,"score_spread":0.2469158746225195,"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."}}