{"id":"W2037425877","doi":"10.1002/tox.20205","title":"Combined use of photosynthetic enzyme complexes and microalgal photosynthetic systems for rapid screening of wastewater toxicity","year":2006,"lang":"en","type":"article","venue":"Environmental Toxicology","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lab_Bell (Canada); Collège Shawinigan","funders":"","keywords":"Bioassay; Photosynthesis; Toxicity; Algae; Effluent; Environmental chemistry; Wastewater; Biology; Chlorophyll; Daphnia magna; Chemistry; Botany; Environmental science; Environmental engineering; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.00006687429,0.0001625614,0.0004026544,0.00003941098,0.00006973668,0.00001058112,0.0001254394,0.0001283502,0.0003189443],"category_scores_gemma":[0.000008717657,0.0001509252,0.0001219389,0.0000380704,0.0003410963,0.00003675224,0.00007548218,0.00008193173,0.000002272524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003464836,"about_ca_system_score_gemma":0.00000450586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006894494,"about_ca_topic_score_gemma":0.000005393605,"domain_scores_codex":[0.9989026,0.00002323286,0.0004460209,0.0002848986,0.0001053814,0.0002378457],"domain_scores_gemma":[0.9992532,0.0002454109,0.0002174662,0.0002288305,0.000005639697,0.00004946156],"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":[0.00007601463,0.0004058055,0.001803706,0.00008037952,0.00005945278,3.866865e-7,0.00001927873,0.00009311276,0.9970975,0.0001403698,0.00008001258,0.0001439902],"study_design_scores_gemma":[0.0005809341,0.0001161542,0.0005127372,0.00002347912,0.00009229673,0.000009851684,0.00005768701,0.002775259,0.9938892,0.000105038,0.001697958,0.0001394577],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986328,0.0002830607,0.0004380796,0.00004112016,0.000008790251,0.0002072823,0.0002589927,0.00001341958,0.0001164726],"genre_scores_gemma":[0.998526,0.00004301293,0.0007341536,0.00001842599,0.00002687245,0.00009069267,0.000145593,0.00001972072,0.0003955514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003208344,"threshold_uncertainty_score":0.6154553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01312367096263662,"score_gpt":0.2050420968381506,"score_spread":0.191918425875514,"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."}}