{"id":"W2618951126","doi":"","title":"Video - Monitoring Soil Water Quality Using Trace Elements. Presentation by Dr. William Shotyk, ASSW 2012","year":2012,"lang":"en","type":"article","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sampling (signal processing); TRACE (psycholinguistics); Environmental science; Water quality; Hydrology (agriculture); Geology; Computer science; Telecommunications; Philosophy; Ecology","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":[0.0006411499,0.0006372007,0.0002562076,0.0009409484,0.0004103166,0.0005614453,0.0006747456,0.001028802,0.03248983],"category_scores_gemma":[0.0007961478,0.0002335708,0.0002553726,0.0004795676,0.0001886749,0.0004406764,0.0006480971,0.000736016,0.006238122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000375093,"about_ca_system_score_gemma":0.0004960021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0138782,"about_ca_topic_score_gemma":0.04021163,"domain_scores_codex":[0.9998285,0.00002369558,0.000003784877,0.00002654086,0.00009336592,0.00002412525],"domain_scores_gemma":[0.9995871,0.00007349365,0.00001772207,0.00001699008,0.0002396243,0.0000649955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007695577,0.000214478,0.009104162,0.0005461162,0.00005234889,0.0005307637,0.0002690499,0.0007563924,0.09123473,0.000768877,0.4050348,0.4907188],"study_design_scores_gemma":[0.000280395,0.001496486,0.1453266,0.0005972969,0.000139896,0.002760706,0.00136529,0.01694478,0.08968845,0.002161428,0.7390571,0.0001815188],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1694959,0.03387913,0.2306472,0.02958391,0.01146776,0.003239514,0.05121234,0.0214259,0.4490483],"genre_scores_gemma":[0.2697488,0.01794068,0.181232,0.004686349,0.002164492,0.001130134,0.01536153,0.001061181,0.5066749],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03248983,"threshold_uncertainty_score":0.1086893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03637164886440311,"score_gpt":0.3068655346927546,"score_spread":0.2704938858283514,"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."}}