{"id":"W7055796225","doi":"","title":"Describing the effects of ozonation on the different fractions of biosolids to support mathematical model development: a lab-scale study","year":2014,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Advanced Frequency and Time Standards","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Biosolids; Biomass (ecology); Ozone; Sewage treatment; Fraction (chemistry); Sonication; Wastewater","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006152906,0.0004849076,0.000620649,0.0001683859,0.0008379277,0.00003135502,0.0005170005,0.0001534159,0.000256532],"category_scores_gemma":[0.0002879419,0.0003133813,0.0002477869,0.0003006804,0.00005172677,0.0001730112,0.00008394965,0.0007821363,0.00004520505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001635314,"about_ca_system_score_gemma":0.00008016491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002686107,"about_ca_topic_score_gemma":0.00009095524,"domain_scores_codex":[0.997303,0.0002523409,0.0008199671,0.000483199,0.0007841692,0.0003573191],"domain_scores_gemma":[0.9976164,0.0006938646,0.0005629126,0.0006472936,0.0003439807,0.0001355716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003515971,0.003347399,0.0003078779,0.0006862037,0.001093758,0.000003152171,0.001039992,0.001022854,0.03382264,0.7607669,0.00002078739,0.1975369],"study_design_scores_gemma":[0.002193041,0.001575775,0.002046137,0.00243769,0.0009760527,0.000001606907,0.004417165,0.0005915673,0.7944714,0.1871453,0.002656903,0.001487346],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9454983,0.000007014255,0.0002590359,0.00001445612,0.000294855,0.001565162,0.0003997931,0.00003086988,0.05193052],"genre_scores_gemma":[0.996884,0.000002012259,0.0004831075,0.00004316548,0.00005166278,0.0004422097,0.0001886267,0.00007617366,0.001829058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7606488,"threshold_uncertainty_score":0.9999318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02518748836730088,"score_gpt":0.2654571895622262,"score_spread":0.2402697011949254,"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."}}