{"id":"W6912824880","doi":"10.5683/sp2/fyizns","title":"Replication Data for: Taylor D (2014) Reducing booster-pump-induced contaminant intrusion in Indian water systems with a self-actuated, back-pressure regulating valve","year":2020,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Replication (statistics); Intrusion; Intrusion detection system; Control valves; Viral replication","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":[0.00229294,0.002590877,0.001323885,0.00226819,0.0009657315,0.002139511,0.003341173,0.003994856,0.04052199],"category_scores_gemma":[0.01451503,0.0007506301,0.003005573,0.002953568,0.0008840608,0.001425634,0.001786447,0.001872231,0.05173436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001339689,"about_ca_system_score_gemma":0.002701495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04160775,"about_ca_topic_score_gemma":0.0779792,"domain_scores_codex":[0.9979334,0.0003440756,0.0002041651,0.0006545249,0.0006377748,0.0002261454],"domain_scores_gemma":[0.9940356,0.001774963,0.0004311741,0.00169725,0.001756469,0.0003044282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001852344,0.00005330356,0.002648937,0.0009733182,0.0000961724,0.00004747948,0.00002990515,0.001231971,0.0003785055,0.0003167203,0.9906698,0.003368619],"study_design_scores_gemma":[0.001222948,0.0001492244,0.01935925,0.0006765182,0.0002072927,0.0002063781,0.0002054963,0.003338622,0.002044027,0.002949896,0.9694875,0.00015285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000606839,0.0001543454,0.0001366466,0.0001804098,0.0001043751,0.00001863585,0.9976089,0.0005698581,0.0006200647],"genre_scores_gemma":[0.001642938,0.00005733964,0.0004875962,0.0001199665,0.00001938846,0.00006377707,0.9967327,0.00008584614,0.0007905196],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04160775,"threshold_uncertainty_score":0.1355595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03709136226752543,"score_gpt":0.2820660790445054,"score_spread":0.24497471677698,"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."}}