{"id":"W3135271054","doi":"10.3390/w13050626","title":"Climatic Controls on Mean and Extreme Streamflow Changes Across the Permafrost Region of Canada","year":2021,"lang":"en","type":"article","venue":"Water","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Environment and Climate Change Canada","funders":"","keywords":"Streamflow; Precipitation; Permafrost; Environmental science; Climatology; Drainage basin; Structural basin; Climate change; Geography; Geology; Meteorology","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":[0.0003659019,0.0001462267,0.0002285075,0.0008210666,0.00101508,0.0007684489,0.0004028276,0.0001232992,0.0008487934],"category_scores_gemma":[0.001324389,0.0001113055,0.0002391199,0.001607301,0.0004792593,0.0001865467,0.0003700957,0.0002060801,0.00005607674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009639127,"about_ca_system_score_gemma":0.01289521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9826862,"about_ca_topic_score_gemma":0.991507,"domain_scores_codex":[0.9996303,0.00003764214,0.00001892938,0.00009172771,0.0001183412,0.0001029708],"domain_scores_gemma":[0.9989578,0.0001125987,0.0001836357,0.00003558219,0.0005563386,0.0001540625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005094801,0.0000122847,0.9875296,0.00002151634,0.00007219506,0.00007491921,0.0004859719,0.001233628,0.001875629,0.0002275668,0.0006069539,0.007808649],"study_design_scores_gemma":[0.000001031057,0.000001928635,0.999106,0.000002865557,0.000005128089,0.000007878212,0.0001419159,0.0003703521,0.00005293529,0.00001374757,0.0002932315,0.000002912921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968575,0.0002183256,0.0001226212,0.0001226902,0.000004058822,0.000005743092,0.001281281,0.00002076709,0.001366923],"genre_scores_gemma":[0.9989135,0.0001244151,0.0001260117,0.00001871988,0.000002667373,0.000003483322,0.0005105615,0.000004812769,0.0002958413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01731384,"threshold_uncertainty_score":0.06993711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04320752099865018,"score_gpt":0.2222959780734236,"score_spread":0.1790884570747734,"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."}}