{"id":"W7107858885","doi":"10.5683/sp3/8eecdz","title":"Tracing the pathways from urbanization to ecosystem functioning in streams","year":2025,"lang":"","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Ecosystem; Impervious surface; Urbanization; Trophic level; Abiotic component; Ecosystem services; Urban stream; STREAMS; Biotic component","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":[0.000932888,0.0002029386,0.00021336,0.0009317287,0.0003539267,0.0008349025,0.0003293144,0.0002599784,0.001615945],"category_scores_gemma":[0.002327452,0.0001876111,0.0003244931,0.001793478,0.0002624304,0.0005886822,0.0007772926,0.0004203538,0.0003313023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007546469,"about_ca_system_score_gemma":0.0007724885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06624039,"about_ca_topic_score_gemma":0.1414139,"domain_scores_codex":[0.9993531,0.0002450822,0.00005329353,0.0001924177,0.00007407872,0.00008199235],"domain_scores_gemma":[0.9990134,0.0002680342,0.0003128979,0.00008929324,0.0002103739,0.0001060556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008298518,0.00003579395,0.9722385,0.0001092357,0.000114182,0.00005655407,0.0003594286,0.0009783831,0.0002814826,0.0006913536,0.01127363,0.01377855],"study_design_scores_gemma":[0.0000180508,0.00002253629,0.981854,0.00006751285,0.00005606884,0.00004380456,0.0004329771,0.002387529,0.0001568069,0.0005137114,0.0144339,0.00001310836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.8597192,0.001579502,0.001166307,0.001246283,0.00003645619,0.00005673477,0.1309363,0.0001274193,0.005131901],"genre_scores_gemma":[0.9229633,0.0007171149,0.002721556,0.0001978248,0.00003005684,0.0001469917,0.07215039,0.00003694432,0.001036002],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.06624039,"threshold_uncertainty_score":0.1317096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01608699239332954,"score_gpt":0.2338974432733487,"score_spread":0.2178104508800192,"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."}}