{"id":"W6983250698","doi":"","title":"LuminoTox as a tool to monitor contaminants of emerging concern in municipal secondary effluent and their removal during treatment by ozone","year":2018,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Wastewater; Effluent; Contamination; Sewage treatment; Ozone; Toxicity","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005236449,0.000348981,0.000288296,0.0004376927,0.0001722387,0.0005654546,0.0003293206,0.0006402822,0.0007620041],"category_scores_gemma":[0.0004019818,0.0001727797,0.0003996695,0.0006303624,0.0001490052,0.0003662109,0.0004901343,0.0005956676,0.0003244916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002749465,"about_ca_system_score_gemma":0.0002840515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004511573,"about_ca_topic_score_gemma":0.000566027,"domain_scores_codex":[0.9995636,0.00007598718,0.00003232006,0.00009115652,0.0001908025,0.00004614027],"domain_scores_gemma":[0.9997886,0.00004417434,0.00007854796,0.00001249959,0.00005673266,0.00001949152],"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":[0.00006368475,0.00005172933,0.0009193213,0.00007726489,0.000005780532,0.00004314957,0.00003859626,0.0001727766,0.9934151,0.00009256184,0.0001163994,0.005003555],"study_design_scores_gemma":[0.000005742893,0.0007235951,0.003792843,0.00001456728,0.00001486962,0.0001467057,0.00006875116,0.00111121,0.9918012,0.00004048458,0.002270635,0.000009320196],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9585572,0.002437315,0.03465972,0.0003940878,0.0000707308,0.0001098006,0.0006097249,0.0004139977,0.00274744],"genre_scores_gemma":[0.9492705,0.004455708,0.0296899,0.0002877276,0.00001986158,0.0002162078,0.00136728,0.00004170722,0.01465111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007620041,"threshold_uncertainty_score":0.002769291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02825568734816805,"score_gpt":0.304869156258198,"score_spread":0.27661346891003,"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."}}