{"id":"W4391432378","doi":"10.3390/environments11020028","title":"Celerity of Ice Breakup Front in the Regulated Peace River, Canada, and Implications for the Recharge of the Peace–Athabasca Delta","year":2024,"lang":"en","type":"article","venue":"Environments","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Environment and Climate Change Canada; BC Hydro","keywords":"Breakup; Hydropower; Environmental science; Snow; Hydrology (agriculture); Groundwater recharge; Climatology; Geology; Geography; Meteorology; Engineering","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":[0.0002699607,0.00006567369,0.0000738139,0.000009509293,0.0001293499,0.000007965288,0.0002492059,0.00002657608,0.00008220914],"category_scores_gemma":[0.00002024846,0.00003289498,0.00003194272,0.00006434512,0.0001476643,0.00004584777,0.00002222406,0.00009722135,0.000001557604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001187757,"about_ca_system_score_gemma":0.00005287382,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2618013,"about_ca_topic_score_gemma":0.2881027,"domain_scores_codex":[0.9994266,0.00005548668,0.0001376386,0.0001233366,0.0001367613,0.0001201817],"domain_scores_gemma":[0.9992946,0.0004048793,0.0000520796,0.0002257672,0.000003081161,0.00001955794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003755422,0.00005086793,0.9513345,0.0000804189,0.00008443906,0.000001555914,0.004949017,0.001335465,0.0002609569,0.0004548644,0.004627406,0.03678291],"study_design_scores_gemma":[0.00008666502,0.00001724472,0.9750255,0.00001713013,0.00003066532,0.000004053768,0.0004361167,0.00917723,0.00003072551,0.0002426399,0.01488992,0.00004207496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932721,0.001388437,0.0005715556,0.00328954,0.0001359165,0.0003777183,0.0007004931,0.000002789309,0.0002614015],"genre_scores_gemma":[0.9987713,0.0004750578,0.0001329837,0.0001442565,0.0000146563,0.000003573187,0.00003969803,0.000002334151,0.000416148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03674084,"threshold_uncertainty_score":0.7431144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009036850195579772,"score_gpt":0.19455972742821,"score_spread":0.1855228772326302,"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."}}