{"id":"W1549738663","doi":"","title":"Advances in Rock Core VOC Analyses for High Resolution Characterization of Chlorinated Solvent Contamination in a Dolostone Aquifer","year":2008,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dolostone; Aquifer; Chlorinated solvents; Contamination; Environmental chemistry; Environmental science; Geology; Groundwater; Geochemistry; Chemistry; Geotechnical engineering; Ecology; Sedimentary rock","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002908855,0.000195466,0.0004608399,0.0005766448,0.00003120512,0.000002189186,0.0001781484,0.0003571962,0.000008626283],"category_scores_gemma":[0.00003714887,0.0002447584,0.00007169523,0.0004141388,0.00004226008,0.0003296395,0.00001864744,0.0001818047,0.00000132103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002613945,"about_ca_system_score_gemma":0.000008329176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001289765,"about_ca_topic_score_gemma":0.009490596,"domain_scores_codex":[0.9991718,0.000009837617,0.0002333638,0.0002312038,0.0001508258,0.0002029792],"domain_scores_gemma":[0.99942,0.0000317029,0.0002336634,0.0001533256,0.0001409145,0.00002038478],"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":[0.0004093646,0.00007263129,0.0004136149,0.0007491083,0.00003032047,0.000009844474,0.00644224,0.01295418,0.9752944,0.00009449242,0.00001034319,0.003519485],"study_design_scores_gemma":[0.001783008,0.0001805085,0.03077485,0.0007119777,0.00007163033,0.00000108487,0.01953004,0.01428868,0.9316586,0.0003779258,0.0001738061,0.0004478542],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983935,0.000243249,0.0005985709,0.00003612442,0.0001131643,0.0004066775,0.00006538882,0.0001166834,0.00002659219],"genre_scores_gemma":[0.9908638,0.003074099,0.0006340921,8.556136e-7,0.000007795531,0.000004187179,0.002113108,0.00002460072,0.003277449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04363574,"threshold_uncertainty_score":0.9980959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01808190313652077,"score_gpt":0.2380234105901879,"score_spread":0.2199415074536671,"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."}}