{"id":"W4362675034","doi":"10.1016/j.ejrh.2023.101377","title":"Assessing and predicting Lake Chloride Concentrations in the Lake-Rich Urbanizing Halifax Region, Canada","year":2023,"lang":"en","type":"article","venue":"Journal of Hydrology Regional Studies","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Watershed; Environmental science; Stormwater; Hydrology (agriculture); Nova scotia; Geography; Ecology; Surface runoff; Archaeology; Geology","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":[0.000642737,0.00009009808,0.0001928891,0.00004652487,0.0003086,0.00003131834,0.0001256811,0.00003645539,0.00001520904],"category_scores_gemma":[0.0002440383,0.00006265007,0.00002506824,0.0002425015,0.0003114018,0.0002326843,0.00007743814,0.0001658583,0.000003261246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009777334,"about_ca_system_score_gemma":0.00005117819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0051781,"about_ca_topic_score_gemma":0.5061333,"domain_scores_codex":[0.9989244,0.000130714,0.0003487181,0.0001209195,0.0002766276,0.0001986355],"domain_scores_gemma":[0.999209,0.0003864823,0.000277822,0.0000667321,0.00002821625,0.00003169616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001585901,0.00000713372,0.9749554,0.000004744096,0.00004680506,0.0001697877,0.001010184,0.001126085,0.0002047564,0.00006928353,0.02231154,0.000078372],"study_design_scores_gemma":[0.0003683703,0.00004689922,0.959586,0.00004079132,0.00004146493,0.002086574,0.003896693,0.0001801101,0.00006089075,0.001206095,0.03239554,0.00009055032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844761,0.0002627426,0.000007626402,0.01452366,0.0005262352,0.00006305538,0.000001698349,0.000008659987,0.0001301804],"genre_scores_gemma":[0.998836,0.0002876521,0.00005011787,0.0005941462,0.0002028241,0.000004758921,0.000001977786,0.0000052378,0.00001729398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5009552,"threshold_uncertainty_score":0.7827772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03974672789731287,"score_gpt":0.2713378395344422,"score_spread":0.2315911116371293,"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."}}