{"id":"W2141389112","doi":"10.1098/rstb.2007.2197","title":"Streamflow hydrology in the boreal region under the influences of climate and human interference","year":2007,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; McMaster University","funders":"","keywords":"Streamflow; Environmental science; Climate change; Boreal; Subarctic climate; Climatology; Global warming; Drainage basin; Hydrology (agriculture); Ecology; Geography; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002656317,0.0001431794,0.000205477,0.0003335712,0.0005235893,0.0005986462,0.0002455967,0.0002257019,0.0005416563],"category_scores_gemma":[0.0005830083,0.0001042977,0.0003186371,0.0005830375,0.0003692167,0.0003635988,0.0002615374,0.0001474108,0.00003725763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001489211,"about_ca_system_score_gemma":0.0009391414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3283156,"about_ca_topic_score_gemma":0.4311388,"domain_scores_codex":[0.9998821,0.00003653994,0.000006524658,0.00002515558,0.00001999668,0.00002955685],"domain_scores_gemma":[0.9998614,0.00002520241,0.00002981624,0.000009317477,0.00003360556,0.0000406755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006284037,0.0002682119,0.8529046,0.00008868566,0.0003303252,0.001362504,0.0009617052,0.1114756,0.008423327,0.002330138,0.001887034,0.01933933],"study_design_scores_gemma":[0.00003748669,0.00009892067,0.9697011,0.000005994616,0.00004486437,0.0001648325,0.0005408096,0.02775161,0.0002609513,0.000359493,0.001011809,0.00002212751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983872,0.00007903618,0.0001096891,0.00008582029,0.000004631907,0.000004874405,0.0002516018,0.00001963716,0.001057488],"genre_scores_gemma":[0.9995663,0.00005466295,0.000143198,0.000008797343,0.000003097635,0.000002303599,0.0001153752,0.000002032608,0.0001042205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3283156,"threshold_uncertainty_score":0.6528091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06430652896809555,"score_gpt":0.2751037517768188,"score_spread":0.2107972228087233,"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."}}