{"id":"W4381803648","doi":"10.2166/nh.2023.137","title":"A comprehensive field investigation of the dynamic break-up processes on the Chaudière River, Quebec, Canada","year":2023,"lang":"en","type":"article","venue":"Hydrology research","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Université Laval","keywords":"Hydrometeorology; Flooding (psychology); Spring (device); Hydrology (agriculture); Warning system; Clearing; Geology; Environmental science; Climatology; Physical geography; Precipitation; Meteorology; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.000393988,0.00008102494,0.0001112573,0.00006691807,0.0004497987,0.00001229855,0.000457375,0.00007070317,0.0002978928],"category_scores_gemma":[0.0004198144,0.00004403032,0.00002507035,0.0008038798,0.000631084,0.0000412162,0.00006065562,0.0004403175,0.00007822691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001463092,"about_ca_system_score_gemma":0.0009110474,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7030486,"about_ca_topic_score_gemma":0.9479024,"domain_scores_codex":[0.9984981,0.0003444421,0.0001334007,0.0001833013,0.0004807202,0.0003600112],"domain_scores_gemma":[0.9968035,0.002670211,0.00005244078,0.0002573558,0.00016217,0.0000542846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002053074,0.00001402194,0.929484,0.0002880215,0.00009209556,0.00004669047,0.004099061,0.005964132,0.0001774386,0.0008596687,0.05307272,0.005696853],"study_design_scores_gemma":[0.0002168836,0.0002015663,0.9325152,0.00006411838,0.00001063144,0.00001383474,0.002118246,0.05033923,0.0002689111,0.007402263,0.006720383,0.0001287387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658301,0.0000548664,0.000002777895,0.03279306,0.0002238373,0.0002248316,0.00003463133,0.00001407996,0.0008217705],"genre_scores_gemma":[0.9959357,0.0001095879,0.000003813404,0.001514113,0.00003166297,0.000004424669,0.00004444769,0.000003014894,0.002353272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2448539,"threshold_uncertainty_score":0.3459533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03654299908387462,"score_gpt":0.2708924728931105,"score_spread":0.2343494738092359,"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."}}