{"id":"W2527793126","doi":"10.1007/s00128-016-1946-9","title":"A Cautionary Note: Ceriodaphnia dubia Inter-Laboratory Test Variability","year":2016,"lang":"en","type":"article","venue":"Bulletin of Environmental Contamination and Toxicology","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"De Beers (Canada); Golder Associates (Canada)","funders":"Snap","keywords":"Ceriodaphnia dubia; Toxicity; Toxicology; Effluent; Biology; Ecotoxicology; Cladocera; Acute toxicity; Medicine; Environmental science; Ecology; Internal medicine; Environmental engineering; Zooplankton","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02002152,0.0008368355,0.001412136,0.001170114,0.001988948,0.002525535,0.003286218,0.004510816,0.002336325],"category_scores_gemma":[0.0937572,0.0005777703,0.001226377,0.001343701,0.003160685,0.001794085,0.001673954,0.007627729,0.001772268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001425483,"about_ca_system_score_gemma":0.001497735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01316186,"about_ca_topic_score_gemma":0.04130554,"domain_scores_codex":[0.9814336,0.007098237,0.002757447,0.002925807,0.00535291,0.0004320463],"domain_scores_gemma":[0.8975139,0.0609982,0.008889781,0.01242333,0.01895358,0.001221167],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001291595,0.0003738858,0.1529125,0.002822386,0.001435664,0.009314207,0.01217765,0.001509431,0.04211071,0.005482932,0.5583443,0.2122248],"study_design_scores_gemma":[0.0002130861,0.001127582,0.2408666,0.002837151,0.001418115,0.01787658,0.009369348,0.005799877,0.08479727,0.01237989,0.622878,0.0004364552],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3223054,0.02682298,0.1073128,0.35564,0.1189208,0.001136049,0.006656894,0.005440917,0.05576422],"genre_scores_gemma":[0.6752465,0.0033312,0.07145075,0.1990333,0.0103967,0.0005647906,0.0006558637,0.0009997275,0.03832105],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9799785,"threshold_uncertainty_score":0.1058852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003824992839141311,"score_gpt":0.195878425294771,"score_spread":0.1920534324556297,"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."}}