{"id":"W7015267947","doi":"","title":"On Single Well Forced Gradient Tracer Tests:
\\nImplications of Aquifer Physical Heterogeneity and Tracer Behaviour
\\n","year":2010,"lang":"en","type":"dissertation","venue":"White Rose eTheses Online (University of Leeds, The University of Sheffield, University of York)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo","keywords":"TRACER; Aquifer; Sorption; Flow (mathematics); Groundwater; Environmental remediation; Mixing (physics); Measure (data warehouse)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001993901,0.0003689201,0.000759781,0.0003510671,0.0003034546,0.000007530143,0.001080428,0.0007170741,0.0002493811],"category_scores_gemma":[0.00003301809,0.0004508136,0.0006892692,0.0003145753,0.0009201907,0.00004159926,0.0003253425,0.0006017873,0.000004427173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004849656,"about_ca_system_score_gemma":0.0001246291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004008446,"about_ca_topic_score_gemma":0.03613857,"domain_scores_codex":[0.9983604,0.0001517183,0.0002217428,0.0006326717,0.0003692044,0.000264245],"domain_scores_gemma":[0.9974582,0.0001386621,0.0008340563,0.0009169689,0.0005088245,0.000143332],"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":[0.003984361,0.004690066,0.01292088,0.0007446305,0.001727214,0.00003444847,0.0183628,0.0004753401,0.943527,0.0002395594,0.002860228,0.01043352],"study_design_scores_gemma":[0.01123534,0.008333676,0.2947494,0.001930607,0.01146905,0.00003826655,0.2392331,0.002438948,0.3962719,0.0006480736,0.02952771,0.004123931],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951112,0.0001438213,0.000465853,0.0002254998,0.00003340409,0.0004402947,0.000282997,0.0000275639,0.003269329],"genre_scores_gemma":[0.9896842,0.0006677537,0.00113862,0.00001486495,0.00002540858,3.570621e-8,0.0009046248,0.00002663119,0.007537913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5472551,"threshold_uncertainty_score":0.9997944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012000615785777,"score_gpt":0.2318429824090552,"score_spread":0.2217229762511974,"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."}}