{"id":"W2012947306","doi":"10.1002/em.20473","title":"Mutagenicity of an aged gasworks soil during bioslurry treatment","year":2009,"lang":"en","type":"article","venue":"Environmental and Molecular Mutagenesis","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Health Canada","funders":"","keywords":"Chemistry; Environmental chemistry; Environmental remediation; Salmonella; Mutagen; Ames test; Contamination; S9 fraction; Soil contamination; Carcinogen; Organic chemistry; Bacteria; Enzyme; Biology; Microsome","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":[],"category_scores_codex":[0.00006894982,0.0002011866,0.0001772597,0.00003016682,0.0001076723,0.00001441953,0.0001110148,0.00008700613,0.001183506],"category_scores_gemma":[0.000002588798,0.000175393,0.00008396982,0.00006550647,0.000160367,0.0001120608,0.00006732511,0.00004469938,0.00008929527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000113146,"about_ca_system_score_gemma":0.00000327618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005883547,"about_ca_topic_score_gemma":0.00002619213,"domain_scores_codex":[0.99892,0.00006276774,0.000213382,0.0003684664,0.000202926,0.0002324421],"domain_scores_gemma":[0.9995025,0.00000528859,0.00008436389,0.0002352357,6.901255e-7,0.0001719429],"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":[0.00004036655,0.0002951449,0.007459168,0.000002481282,0.0000131731,0.00004136395,0.0002148528,0.00009851913,0.9786801,0.000001405563,0.000007183682,0.01314622],"study_design_scores_gemma":[0.0005019839,0.0002236248,0.332927,0.000002851551,0.00002440875,0.00001345514,0.00005751725,0.00004272954,0.6658793,0.00001395069,0.0001616811,0.0001514883],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991374,0.0001339186,0.00002956841,0.00007095558,0.0000296893,0.0001874573,0.00003610558,0.00002399048,0.0003509411],"genre_scores_gemma":[0.9987573,0.0002284376,0.0004910778,0.0002464064,0.00001447569,0.000002678513,0.00004018029,0.00001177736,0.0002076713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3254678,"threshold_uncertainty_score":0.9997296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003427951260284072,"score_gpt":0.1814216238476347,"score_spread":0.1779936725873506,"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."}}