{"id":"W1957225080","doi":"10.1002/hyp.9438","title":"Impacts of precipitation on the cryologic regime of stream channels","year":2012,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Slush; Snow; Precipitation; Hydrology (agriculture); Environmental science; STREAMS; Geology; Meltwater; Geomorphology; Meteorology; Oceanography; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003123097,0.00009377097,0.0001575049,0.00002612278,0.00005759297,0.000008793258,0.0001626634,0.00007850782,0.003946627],"category_scores_gemma":[0.0004692967,0.00004556033,0.00003558437,0.0002122932,0.0001501589,0.0001317342,0.000009959405,0.00007942217,0.00007824945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001195004,"about_ca_system_score_gemma":0.00001432897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002599368,"about_ca_topic_score_gemma":0.0002349747,"domain_scores_codex":[0.9992488,0.00006660038,0.0001730274,0.0001068619,0.0001680277,0.000236657],"domain_scores_gemma":[0.9988498,0.000771426,0.0001469652,0.0001131891,0.00005509711,0.00006352725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001948432,0.000174745,0.9938458,0.0001966173,0.00001617822,0.000001365219,0.001493757,0.0005985645,0.0009812795,0.0002686963,0.0007773246,0.001450858],"study_design_scores_gemma":[0.0002401107,0.001925471,0.9699835,0.00007685148,0.00003172501,0.00001218033,0.0005113655,0.0006007283,0.01988729,0.005373867,0.001155371,0.0002016137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923608,0.001337826,0.000003772777,0.0005633973,0.00009972817,0.000133312,0.00018272,0.00001533506,0.005303128],"genre_scores_gemma":[0.9990698,0.0003042062,0.00001181323,0.0003288199,0.0001190182,0.000002295061,0.000139221,0.000001554548,0.00002334894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02386234,"threshold_uncertainty_score":0.9969639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0721405320969419,"score_gpt":0.2676707938270067,"score_spread":0.1955302617300648,"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."}}