{"id":"W7072214071","doi":"","title":"Use of water isotope tracers to elucidate hydrological conditions of lakes in the Peace-Athabasca Delta over space and time: A foundation for lake ecosystem monitoring","year":2022,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Photorefractive and Nonlinear Optics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Floodplain; Flood myth; Wetland; Delta; Hydrology (agriculture); Ecosystem; Groundwater recharge; Lake ecosystem; Permafrost","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003925066,0.0002239335,0.0002026091,0.0009218596,0.0007870519,0.0008408569,0.0004253338,0.0002775039,0.0006523423],"category_scores_gemma":[0.0004870445,0.0001438722,0.0001629468,0.001066015,0.0002633111,0.0006179644,0.0004492735,0.0004690851,0.0001228942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009981956,"about_ca_system_score_gemma":0.001135109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06968828,"about_ca_topic_score_gemma":0.2297634,"domain_scores_codex":[0.999908,0.00001432271,0.000004659474,0.00002440289,0.00003256827,0.0000160992],"domain_scores_gemma":[0.9998133,0.00002828846,0.00004179515,0.00002135386,0.00006257554,0.00003276059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001348126,0.0002137602,0.7889911,0.00007813257,0.00009770782,0.0001432454,0.0009247708,0.002313897,0.1228646,0.0009123109,0.001466697,0.08185895],"study_design_scores_gemma":[0.00001950704,0.000102533,0.9610323,0.00004475241,0.00005037251,0.00006465783,0.001410793,0.01902437,0.009965345,0.0009498313,0.007296899,0.00003868447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98311,0.0004882056,0.00749481,0.0005728965,0.00002016363,0.0001125927,0.001962409,0.0002061285,0.006032808],"genre_scores_gemma":[0.9768835,0.000452994,0.02010803,0.0001361269,0.00001600557,0.00009967331,0.001065526,0.00003273369,0.001205449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9303117,"threshold_uncertainty_score":0.1385652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01659716456760104,"score_gpt":0.2433405722845469,"score_spread":0.2267434077169459,"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."}}