{"id":"W6946567227","doi":"10.34944/dspace/668","title":"Ultrasound induced destruction of emerging contaminants","year":2011,"lang":"en","type":"other","venue":"TUScholarShare (Temple University)","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contamination; Groundwater; Surface water; Estrogen; Wastewater; Water treatment; Water pollution","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001132369,0.0002626422,0.0005166482,0.001763929,0.0001525279,0.00009449451,0.001696958,0.0002871182,0.02028225],"category_scores_gemma":[0.0008895129,0.0002635482,0.0001725996,0.001126027,0.0001032286,0.0006644985,0.0004795215,0.000299392,0.0009449777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007860683,"about_ca_system_score_gemma":0.00008567754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001563847,"about_ca_topic_score_gemma":0.001508654,"domain_scores_codex":[0.997326,0.0003819238,0.0004167295,0.0006788329,0.0009041905,0.0002923122],"domain_scores_gemma":[0.9974539,0.0002343896,0.0008528276,0.001114732,0.0002101732,0.0001340132],"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":[0.0001097943,0.000221842,0.003719477,0.0001832978,0.0003884617,0.0001608831,0.001186109,8.7085e-7,0.001590986,0.04212768,0.9128692,0.03744146],"study_design_scores_gemma":[0.0004414084,0.00005159264,0.003490197,0.0001622644,0.00007413288,0.000004814829,0.002542287,6.275735e-7,0.0003926465,0.0008252111,0.9917208,0.0002940397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01731235,0.00009726079,0.001423621,0.00002363991,0.0009342557,0.0004922675,0.001388914,0.0001828736,0.9781448],"genre_scores_gemma":[0.04207733,0.000132046,0.0009984926,0.00006222712,0.0001068817,9.342879e-7,0.0002641582,0.0001454887,0.9562125],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07885164,"threshold_uncertainty_score":0.9999817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1919183951531109,"score_gpt":0.3472472640216878,"score_spread":0.1553288688685769,"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."}}