{"id":"W4405559970","doi":"10.1002/mbo3.70013","title":"Diclofenac Degradation by Immobilized <i>Chlamydomonas reinhardtii</i> and <i>Scenedesmus obliquus</i>","year":2024,"lang":"en","type":"article","venue":"MicrobiologyOpen","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Chlamydomonas reinhardtii; Biodegradation; Chlamydomonas; Scenedesmus; Bioaccumulation; Scenedesmus obliquus; Wastewater; Chemistry; Algae; Sewage treatment; Degradation (telecommunications); Pollutant; Environmental chemistry; Botany; Biology; Environmental engineering; Biochemistry; Organic chemistry; Environmental science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002439072,0.000206934,0.0001855339,0.00002126635,0.0001174116,0.0001005851,0.0001996669,0.0001177111,0.002171698],"category_scores_gemma":[0.00001518298,0.0001611128,0.00005396343,0.0001497545,0.000479626,0.0002811884,0.0003585462,0.0001955089,0.001881471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009548607,"about_ca_system_score_gemma":0.00000671829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001893133,"about_ca_topic_score_gemma":0.00001318899,"domain_scores_codex":[0.998725,0.0000811613,0.0002126661,0.0005229997,0.00008018356,0.0003779662],"domain_scores_gemma":[0.999563,0.00007490152,0.00002991299,0.0001638638,0.000001479257,0.0001667959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002074665,0.00005339543,0.004484911,0.0000142341,0.00001807714,0.00001590884,0.00003660353,0.000002531435,0.9391589,0.00004583099,0.04707393,0.009074902],"study_design_scores_gemma":[0.0005469312,0.0001145533,0.004400499,0.000051219,0.00004637442,0.0001600511,0.00002172169,0.0002029017,0.4341502,0.0002325183,0.5597073,0.000365625],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884166,0.002000517,0.0001175584,0.001906214,0.0002067698,0.0003320483,0.00008246199,0.0001090643,0.006828761],"genre_scores_gemma":[0.9915562,0.000542982,0.0003577913,0.002676902,0.00002734907,0.000008756415,0.0001171579,0.00002369776,0.004689204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5126334,"threshold_uncertainty_score":0.9988957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00843366627672937,"score_gpt":0.2465795546432972,"score_spread":0.2381458883665679,"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."}}