{"id":"W2119878191","doi":"10.1897/03-250","title":"Development of multispecies algal bioassays using flow cytometry","year":2004,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Algal biology and biofuel production","field":"Energy","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Bioassay; Flow cytometry; Environmental science; Biology; Environmental chemistry; Ecology; Chemistry; Molecular 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002327605,0.002059211,0.001389271,0.001764524,0.0006627101,0.0008628042,0.001522942,0.001629125,0.00128266],"category_scores_gemma":[0.001238702,0.0007638438,0.0006403295,0.0007688499,0.0004208144,0.001074775,0.001659377,0.001569342,0.0007080066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006206343,"about_ca_system_score_gemma":0.0004794542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007702168,"about_ca_topic_score_gemma":0.001933646,"domain_scores_codex":[0.9977754,0.0004852771,0.0003232228,0.0006460944,0.0005868301,0.0001832187],"domain_scores_gemma":[0.9984736,0.0004138131,0.0002606203,0.000137556,0.0005788906,0.0001354078],"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":[0.00006060691,0.00008397914,0.0005783022,0.0001157711,0.00001702817,0.0000178453,0.00004134976,0.0002385092,0.9947011,0.00009255536,0.00009117518,0.00396164],"study_design_scores_gemma":[0.00002942211,0.001052368,0.004804394,0.0000297645,0.00006962444,0.0001903041,0.00008828684,0.008521528,0.9808356,0.000291952,0.004024003,0.00006280922],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5352491,0.004320612,0.4382749,0.0004811265,0.000530628,0.0065559,0.005030415,0.003229992,0.006327508],"genre_scores_gemma":[0.4415546,0.004304043,0.5297475,0.000848001,0.0001468546,0.01176384,0.005385544,0.0001801065,0.006069436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002327605,"threshold_uncertainty_score":0.01230973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01340027364738808,"score_gpt":0.2191731963868153,"score_spread":0.2057729227394273,"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."}}