{"id":"W2092668986","doi":"10.3390/s120403798","title":"Submersible UV-Vis Spectroscopy for Quantifying Streamwater Organic Carbon Dynamics: Implementation and Challenges before and after Forest Harvest in a Headwater Stream","year":2012,"lang":"en","type":"article","venue":"Sensors","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Dissolved organic carbon; Biogeochemical cycle; Environmental science; Aquatic ecosystem; Carbon cycle; Ecosystem; Total organic carbon; Hydrology (agriculture); Ecology; Environmental chemistry; Chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001618356,0.0003104234,0.0002933631,0.0003394632,0.0009230368,0.0009612339,0.0005997956,0.000656295,0.0003880276],"category_scores_gemma":[0.00101132,0.0002017442,0.0001796276,0.0005481918,0.0003123894,0.0005875939,0.0002997784,0.0005910954,0.0001681357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001177792,"about_ca_system_score_gemma":0.001735507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03451591,"about_ca_topic_score_gemma":0.1055459,"domain_scores_codex":[0.9994286,0.00008517608,0.00002179602,0.0001310953,0.0002600692,0.00007320779],"domain_scores_gemma":[0.9993843,0.0001123046,0.00008719393,0.00004554083,0.0002949362,0.00007570831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004796214,0.001348549,0.2950064,0.000356225,0.00006476939,0.0005067802,0.001497225,0.005925827,0.4350897,0.0002915197,0.001278189,0.2581552],"study_design_scores_gemma":[0.00007612291,0.003531751,0.7299908,0.0001520138,0.0001742585,0.0005411739,0.004699091,0.0681604,0.1803998,0.0005539655,0.01161064,0.0001100321],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987661,0.0002936084,0.009004967,0.0003331431,0.00001942956,0.0001912085,0.0002428836,0.0001899068,0.002063858],"genre_scores_gemma":[0.9503891,0.0005168769,0.04731465,0.0001410478,0.00001878508,0.0001510772,0.0003058317,0.00003157763,0.00113101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03451591,"threshold_uncertainty_score":0.06863004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02877414799725498,"score_gpt":0.281890408197228,"score_spread":0.2531162601999731,"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."}}