{"id":"W2090544137","doi":"10.1002/hyp.5768","title":"Advances in river ice hydrology 1999–2003","year":2005,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Université Laval","funders":"","keywords":"Hydrology (agriculture); Streamflow; Environmental science; Water cycle; Habitat; Water quality; Hydrological modelling; Ecology; Geography; Drainage basin; Geology; Climatology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002037687,0.0001712107,0.00023284,0.00006918461,0.0001210083,0.00001850016,0.0002808758,0.0001421013,0.002370707],"category_scores_gemma":[0.0003626375,0.0001228357,0.00002707777,0.0005527408,0.0003467379,0.0005278663,0.00002008987,0.0002631982,0.0006562737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006513902,"about_ca_system_score_gemma":0.00007006794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001811329,"about_ca_topic_score_gemma":0.002391593,"domain_scores_codex":[0.9986414,0.00006412811,0.0002578813,0.0003683607,0.000185999,0.000482276],"domain_scores_gemma":[0.9994059,0.0002354924,0.00007547451,0.000119319,0.00005567924,0.000108202],"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":[0.0001981933,0.0001389227,0.7956012,0.00009423208,0.000007511125,0.00008646634,0.0004632075,0.0345742,0.000004443719,0.0004077252,0.0001875973,0.1682362],"study_design_scores_gemma":[0.00160942,0.001046369,0.2831975,0.00005559709,0.00004053525,0.0002501571,0.0002566901,0.1629614,0.00006162331,0.02994581,0.5195507,0.00102419],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9342433,0.004836478,0.0005984756,0.00185348,0.000165381,0.0001961107,0.00001963035,0.0001212533,0.0579659],"genre_scores_gemma":[0.9923236,0.003039463,0.001781788,0.002466071,0.0001679804,0.000003243091,0.00004366759,0.000003235409,0.0001708888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5193632,"threshold_uncertainty_score":0.9985412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009743621301278562,"score_gpt":0.2198982503011235,"score_spread":0.2101546289998449,"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."}}