{"id":"W2392748763","doi":"","title":"A new testing method of biotoxicity and toxicity grading standard for oiifield chemicals and drilling fluids","year":2004,"lang":"en","type":"article","venue":"","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Drilling fluid; Luminescent bacteria; Grading (engineering); Drilling; Petroleum engineering; Environmental science; Toxicity; Chemistry; Materials science; Geology; Metallurgy; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003901468,0.001097405,0.0008198903,0.003032094,0.0008040525,0.0007703676,0.00139734,0.001385127,0.001583539],"category_scores_gemma":[0.003435065,0.0006055021,0.000792202,0.001006982,0.0009683168,0.001777165,0.001394558,0.001635541,0.0008917239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008384275,"about_ca_system_score_gemma":0.001560172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00150929,"about_ca_topic_score_gemma":0.002859453,"domain_scores_codex":[0.989939,0.001121872,0.00081813,0.001149158,0.006783992,0.0001877975],"domain_scores_gemma":[0.9960522,0.0004100279,0.0004397374,0.0004016724,0.002426531,0.0002698631],"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":[0.0001122743,0.0001793469,0.00266882,0.0002867065,0.00003219748,0.00009408884,0.0001487619,0.0002863147,0.9357879,0.000988762,0.0006859476,0.05872905],"study_design_scores_gemma":[0.00007601693,0.001767148,0.009620509,0.0000545139,0.0001231385,0.002168576,0.0001285669,0.005926459,0.9531898,0.000860583,0.02592243,0.0001623054],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1206692,0.003529659,0.8640441,0.0006641574,0.0008685014,0.00111822,0.0004977427,0.001873401,0.006735104],"genre_scores_gemma":[0.1634132,0.002100871,0.8197497,0.0004660668,0.0001594112,0.001297757,0.001066887,0.0001380577,0.01160799],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003901468,"threshold_uncertainty_score":0.02063316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715264669119267,"score_gpt":0.3028623378911268,"score_spread":0.2657096911999341,"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."}}