{"id":"W2041889462","doi":"10.1007/s11270-010-0692-6","title":"Repeatability Evaluation of Instrumented Column Tests in Cover Efficiency Evaluation for the Prevention of Acid Mine Drainage","year":2010,"lang":"en","type":"article","venue":"Water Air & Soil Pollution","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Repeatability; Cover (algebra); Reproducibility; Column (typography); Environmental science; Reliability (semiconductor); Geotechnical engineering; Forensic engineering; Engineering; Statistics; Structural engineering; Mathematics; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00580959,0.0001006718,0.0001313535,0.00007165666,0.00009712163,0.000006927265,0.0001541245,0.00009645814,0.0004972008],"category_scores_gemma":[0.0005127309,0.00006777825,0.00007626591,0.0002247107,0.0001846965,0.0002592311,0.00007385635,0.00009126335,0.00001145658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002111723,"about_ca_system_score_gemma":0.00004569759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005601471,"about_ca_topic_score_gemma":0.001833488,"domain_scores_codex":[0.9981601,0.0002225273,0.0004509229,0.000244712,0.0007375699,0.0001842251],"domain_scores_gemma":[0.9992376,0.00003316169,0.0002143,0.0003448831,0.000147072,0.00002298764],"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":[0.00006220933,0.0003188361,0.005229574,0.0000317315,0.000007566865,5.025944e-8,0.001693905,0.004122994,0.9448782,0.00004254187,0.0001147541,0.0434976],"study_design_scores_gemma":[0.001266532,0.0001961049,0.1368211,0.00002324267,0.00009333631,0.00000106554,0.0001344332,0.100031,0.7565737,0.004619572,0.0001378369,0.0001021142],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938445,0.00002171373,0.002495168,0.0004122689,0.000149016,0.002019198,0.00001544503,0.00001760522,0.001025067],"genre_scores_gemma":[0.9991362,0.000003259407,0.0003271532,0.00002548973,0.00002752674,0.000284616,0.00008320266,0.000007158949,0.0001053976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1883045,"threshold_uncertainty_score":0.5444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739350980569131,"score_gpt":0.2877270744454836,"score_spread":0.2703335646397922,"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."}}