{"id":"W4283075861","doi":"10.3390/environments9060074","title":"Calibration and Validation of Calcium Carbonate Precipitation Potential (CCPP) Model for Strontium Quantification in Cold Climate Aquatic Environments","year":2022,"lang":"en","type":"article","venue":"Environments","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge; University of Regina","funders":"","keywords":"Strontium; Precipitation; Environmental science; Surface water; Water quality; Isotopes of strontium; Carbonate; Hydrology (agriculture); Soil science; Geology; Chemistry; Environmental engineering; Ecology; Meteorology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002730976,0.00009458906,0.0001082692,0.00005194529,0.0001247922,0.00001798761,0.00008559359,0.00003625176,0.00007754874],"category_scores_gemma":[0.000006536201,0.0001043306,0.00002576291,0.00004184296,0.00003570438,0.0002277196,0.00002375728,0.00006458892,0.000002865604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002483206,"about_ca_system_score_gemma":0.00001121699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001566494,"about_ca_topic_score_gemma":0.00003270063,"domain_scores_codex":[0.9989775,0.00006891879,0.0002705913,0.0002487162,0.0002550089,0.0001792318],"domain_scores_gemma":[0.9996805,0.0000228736,0.0001358882,0.0001217206,9.48958e-7,0.00003809091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001073893,0.00009656716,0.1918247,0.00003604088,0.0000126189,6.350882e-7,0.0006449378,0.7170237,0.08938348,0.00001611364,0.00001671939,0.0008371792],"study_design_scores_gemma":[0.0005696826,0.00007529384,0.1064561,0.000003709226,0.00002012138,7.541607e-7,0.0001629965,0.8733361,0.01894707,0.0002515813,0.0000715408,0.0001051374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661276,0.0000634141,0.03297646,0.0000406196,0.0000931933,0.0004289908,0.0002159958,0.000004529268,0.0000492243],"genre_scores_gemma":[0.9975309,0.0000322667,0.0006372335,0.00001664087,0.00001213893,0.00003709817,0.001460376,0.000005189757,0.0002681317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1563124,"threshold_uncertainty_score":0.4254478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709926446170777,"score_gpt":0.2091347492538165,"score_spread":0.1920354847921087,"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."}}