{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005061588,0.0006779523,0.001004934,0.0003860911,0.0004252028,0.00004056712,0.0002516887,0.000477886,0.0001711614],"category_scores_gemma":[0.0004992869,0.0006476847,0.000187492,0.0002901939,0.00004716168,0.0003304042,0.00009302695,0.0004503436,0.00003288939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007677976,"about_ca_system_score_gemma":0.00003761312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001300036,"about_ca_topic_score_gemma":0.002706787,"domain_scores_codex":[0.9968704,0.0002010109,0.001253496,0.0007381223,0.0004274711,0.0005094946],"domain_scores_gemma":[0.9979985,0.0002248146,0.0007404167,0.000584311,0.0002483833,0.0002035274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002903738,0.001576142,0.001603225,0.003604243,0.0009076774,0.0002005239,0.00365999,0.00003948214,0.3450422,0.01631616,0.00001895699,0.6241276],"study_design_scores_gemma":[0.0129571,0.00217928,0.05446239,0.006166441,0.0007236489,0.0002400578,0.005929499,0.0005970034,0.8509573,0.02604578,0.03586208,0.003879413],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927895,0.0003001586,2.494947e-7,0.000007655434,0.0004768007,0.001366453,0.001125979,0.00007583507,0.003857386],"genre_scores_gemma":[0.9940151,0.0001330314,0.001281246,0.00002727131,0.00004985265,0.0001636615,0.0004985507,0.0001402458,0.003691063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6202483,"threshold_uncertainty_score":0.9995974,"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."}}