{"id":"W3162631499","doi":"10.21203/rs.3.rs-513231/v1","title":"Biological Activity of Wastewater Assessed Using in Vitro Cell-Based Assays","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of the Environment, Conservation and Parks; McGill University","funders":"Environment and Climate Change Canada; Government of Ontario","keywords":"In vitro; Wastewater; Chemistry; Computational biology; Environmental science; Biology; Biochemistry; Environmental engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0007405381,0.001186618,0.0009715224,0.0007183134,0.0003945602,0.0009089482,0.0004627158,0.0006243188,0.001125318],"category_scores_gemma":[0.0004826859,0.0002753868,0.0006455692,0.001277168,0.0003433507,0.000358772,0.0005006228,0.0007515419,0.0007627717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006776882,"about_ca_system_score_gemma":0.0006028363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00313962,"about_ca_topic_score_gemma":0.006056299,"domain_scores_codex":[0.9985101,0.0003196322,0.0002162031,0.0002199939,0.0005926272,0.0001415128],"domain_scores_gemma":[0.9993241,0.0001571587,0.0001271563,0.00005890525,0.0002937148,0.00003896464],"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":[0.00006719455,0.00007597623,0.0007573422,0.0001628062,0.00001596374,0.00002556061,0.00004176926,0.0002135194,0.9973897,0.00001611857,0.00004636174,0.0011877],"study_design_scores_gemma":[0.00001236598,0.0008459191,0.006217109,0.00001332627,0.00005493464,0.00005278314,0.00009259005,0.0008727814,0.9903441,0.00003837665,0.001442648,0.00001307495],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423902,0.007183438,0.03458249,0.0002512934,0.0001611773,0.0007591902,0.007518488,0.0003824813,0.006771261],"genre_scores_gemma":[0.9259824,0.009444645,0.03915209,0.0004019822,0.00007867978,0.001711357,0.01132402,0.00006701134,0.01183777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00313962,"threshold_uncertainty_score":0.006242692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1683856384088776,"score_gpt":0.4194848210598336,"score_spread":0.251099182650956,"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."}}