{"id":"W2035643846","doi":"10.1890/es11-00241.1","title":"The influence of artificial light on stream and riparian ecosystems: questions, challenges, and perspectives","year":2011,"lang":"en","type":"article","venue":"Ecosphere","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":193,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Leibniz-Gemeinschaft; Engineering and Physical Sciences Research Council; Bundesministerium für Bildung und Forschung","keywords":"Freshwater ecosystem; Biological dispersal; Ecosystem; Ecology; Riparian zone; Light pollution; Artificial light; Environmental science; Population; Biology; Habitat","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003809397,0.0003816179,0.000825508,0.0005926503,0.0009364059,0.00290453,0.001792606,0.001629011,0.002773292],"category_scores_gemma":[0.006047702,0.0001689618,0.0004971403,0.0009186473,0.003766265,0.003950787,0.001407386,0.000832766,0.0002587632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001649043,"about_ca_system_score_gemma":0.001765367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008631405,"about_ca_topic_score_gemma":0.01307933,"domain_scores_codex":[0.9986556,0.0006497469,0.00007383664,0.0001822182,0.0002698948,0.0001687626],"domain_scores_gemma":[0.9905747,0.005966456,0.0009997304,0.0004407613,0.001486216,0.0005321781],"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":[0.001641575,0.001031562,0.208498,0.008373603,0.0008750611,0.002070201,0.002488673,0.01969025,0.02728988,0.05967028,0.01483414,0.6535369],"study_design_scores_gemma":[0.0001537635,0.002631653,0.5178733,0.002893076,0.0006070656,0.00250978,0.03848106,0.02331202,0.0247995,0.2105013,0.1757736,0.0004638502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.591259,0.2438605,0.01380743,0.09479646,0.0008279419,0.0001030988,0.0008339598,0.0001467111,0.05436474],"genre_scores_gemma":[0.8947788,0.09227864,0.004244335,0.005722677,0.001083082,0.00007133335,0.0001114102,0.00002783084,0.001681918],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008631405,"threshold_uncertainty_score":0.02014625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02439509476656335,"score_gpt":0.2261715888950818,"score_spread":0.2017764941285185,"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."}}