{"id":"W1486420050","doi":"10.1002/0471263397.env305","title":"Subsurface Samples: Collection and Processing","year":2003,"lang":"en","type":"other","venue":"Encyclopedia of Environmental Microbiology","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Sample (material); Sampling (signal processing); Quality assurance; Lot quality assurance sampling; Computer science; Data collection; Data science; Engineering; Sampling design; Statistics; Operations management; Telecommunications; Mathematics; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002235607,0.001019774,0.00104242,0.00238335,0.001046946,0.001791974,0.0007696868,0.0007268833,0.01298748],"category_scores_gemma":[0.002254711,0.000560973,0.0005053653,0.001962584,0.0004244288,0.0009943371,0.0008198177,0.001193202,0.01322222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004981222,"about_ca_system_score_gemma":0.002372168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002970801,"about_ca_topic_score_gemma":0.00446276,"domain_scores_codex":[0.998283,0.0002011009,0.0002602417,0.0001912942,0.0009588401,0.0001055436],"domain_scores_gemma":[0.9982808,0.0001642759,0.0001048368,0.0001919227,0.001161538,0.00009678158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006477353,0.0003675674,0.008536212,0.001054452,0.0000169581,0.0003843976,0.0002508698,0.0006652952,0.6043489,0.001231503,0.01847052,0.3640256],"study_design_scores_gemma":[0.0001633775,0.001925492,0.05134444,0.0005254247,0.0001447046,0.0009123079,0.001170366,0.003182126,0.6676855,0.004342415,0.2684906,0.0001132202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1271149,0.00418624,0.7128414,0.002028594,0.001021591,0.02251079,0.03867024,0.007709909,0.08391633],"genre_scores_gemma":[0.09677379,0.005845445,0.7980282,0.0009237158,0.0004265664,0.009471008,0.02690062,0.001377475,0.06025327],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01298748,"threshold_uncertainty_score":0.04344738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005178096310157512,"score_gpt":0.1898877063912864,"score_spread":0.1847096100811288,"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."}}