{"id":"W2109943687","doi":"10.5539/ep.v1n2p124","title":"Failure of Reach-Scale Restoration to Improve Biotic Integrity in a Mid-Atlantic Stream","year":2012,"lang":"en","type":"article","venue":"Environment and Pollution","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pennsylvania Department of Environmental Protection","keywords":"Restoration ecology; Benthic zone; Environmental science; Watershed; Scale (ratio); Stream restoration; Habitat; STREAMS; Ecology; Environmental resource management; Geography; Biology; Computer science; Cartography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002367871,0.00008978387,0.0001036527,0.00004068824,0.00004263585,0.000003193,0.00005212993,0.00009252853,0.0004595184],"category_scores_gemma":[0.000006521154,0.0000806473,0.00001748442,0.00008281659,0.0001073322,0.0002401396,0.0000316504,0.0001052678,0.00009409985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000689924,"about_ca_system_score_gemma":0.000002760365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003591848,"about_ca_topic_score_gemma":0.0003294607,"domain_scores_codex":[0.9993293,0.0000375359,0.0001629712,0.0001596687,0.0001217986,0.00018867],"domain_scores_gemma":[0.9997621,0.000008968382,0.00004442396,0.0001040722,6.211513e-7,0.00007979231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003929806,0.0001639836,0.883524,0.00001242768,0.000003333606,4.68132e-7,0.001240503,0.0002812408,0.1116155,0.0000399033,0.00008772036,0.002991603],"study_design_scores_gemma":[0.0002850111,0.0001443832,0.9673302,0.00001322904,0.00001966116,0.000001636697,0.0001148526,0.00008208167,0.02718868,0.00011004,0.004591118,0.000119165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981999,0.00008394531,0.0004967446,0.0006622239,0.000052854,0.00017339,0.000005629972,0.000008585035,0.000316683],"genre_scores_gemma":[0.9991395,0.00005364649,0.0005571782,0.00007704301,0.00002629927,0.000009770573,0.0000163287,0.000004412869,0.0001158205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08442685,"threshold_uncertainty_score":0.5031404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007539843087256854,"score_gpt":0.2078618082935591,"score_spread":0.2003219652063022,"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."}}