{"id":"W2345391277","doi":"10.1007/s10646-016-1664-4","title":"Using an Integrated Approach to Assess the Sediment Quality of an Mediterranean Lagoon, the Bizerte Lagoon (Tunisia)","year":2016,"lang":"en","type":"article","venue":"Ecotoxicology","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Sediment; Environmental chemistry; Ecotoxicology; Pollutant; Bioassay; Pollution; Environmental science; Contamination; Heavy metals; Chemistry; Geology; Ecology; Biology","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":[0.002746651,0.0001763194,0.0002536304,0.00003829857,0.0002866544,0.00003069429,0.0007330303,0.0001265398,0.00157768],"category_scores_gemma":[0.0000650412,0.00008204328,0.00006096707,0.0002805252,0.0005023364,0.0002475494,0.0002246905,0.0001551011,0.00009730034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002416692,"about_ca_system_score_gemma":0.00004132958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006420378,"about_ca_topic_score_gemma":0.001187901,"domain_scores_codex":[0.9964009,0.002007288,0.0004630276,0.0003882356,0.0003718426,0.0003687092],"domain_scores_gemma":[0.9986657,0.0002144534,0.0002151285,0.0007066033,0.00002009745,0.0001780197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000271161,0.002187172,0.0102967,0.00002249836,0.00009821756,0.000003532491,0.008019815,0.002809886,0.942862,0.00964059,0.003336565,0.02045187],"study_design_scores_gemma":[0.003923281,0.002723343,0.4860354,0.00004843769,0.0001448555,0.00008985978,0.0081136,0.01353278,0.2443784,0.005402238,0.2341302,0.0014776],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703119,0.000003486684,0.01990447,0.006363196,0.0003707686,0.0005809739,0.00004882596,0.00003857697,0.002377763],"genre_scores_gemma":[0.9941287,0.000001722306,0.003197046,0.002120205,0.00008286061,0.00005373464,0.00001298302,0.00001396867,0.0003887896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6984836,"threshold_uncertainty_score":0.999335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2477636844889435,"score_gpt":0.3852605455433538,"score_spread":0.1374968610544103,"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."}}