{"id":"W4408317426","doi":"10.70499/lzem5285","title":"Rapid hydrogeochemistry: a summary of two field studies from central and southern interior British Columbia, Canada using a photometer and voltammeter to measure trace elements in water","year":2019,"lang":"en","type":"article","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Photometer; Measure (data warehouse); TRACE (psycholinguistics); Environmental science; Geology; Hydrology (agriculture); Physics; Optics","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":[0.001215007,0.0009235298,0.0008378045,0.002927463,0.005646158,0.001417948,0.001428855,0.0007433348,0.001218183],"category_scores_gemma":[0.001106411,0.0005705743,0.0003999469,0.005536419,0.001651215,0.0005499424,0.0009838477,0.0007584366,0.0003374821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02343968,"about_ca_system_score_gemma":0.02513752,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.989027,"about_ca_topic_score_gemma":0.9972676,"domain_scores_codex":[0.9988335,0.00007738905,0.00005574039,0.0002413545,0.0005250053,0.0002671383],"domain_scores_gemma":[0.9960898,0.0001662206,0.0001378722,0.00009759519,0.003186473,0.0003220769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009328629,0.000705815,0.6832914,0.001571371,0.0004503093,0.002175434,0.01020969,0.001267333,0.1015659,0.0006462843,0.009502442,0.1876812],"study_design_scores_gemma":[0.00001663756,0.00009742928,0.9818886,0.00006623848,0.00007911696,0.000299905,0.003256615,0.0001682039,0.004419971,0.00006142151,0.009600252,0.00004573802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9543492,0.006779906,0.004820956,0.0007650524,0.00007274734,0.001417369,0.007659208,0.0001679657,0.0239677],"genre_scores_gemma":[0.952115,0.005824361,0.01319294,0.001053854,0.00002909061,0.0003918385,0.004862213,0.0001083549,0.0224225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02343968,"threshold_uncertainty_score":0.1700676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467933526975512,"score_gpt":0.2128876401079536,"score_spread":0.1982083048381985,"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."}}