{"id":"W1984344135","doi":"10.1016/j.algal.2012.07.004","title":"Improving the reliability of fluorescence-based neutral lipid content measurements in microalgal cultures","year":2012,"lang":"en","type":"article","venue":"Algal Research","topic":"Algal biology and biofuel production","field":"Energy","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Nile red; Staining; Biology; Stain; Chromatography; Chlorophyceae; Botany; Fluorescence; Food science; Chlorophyta; Chemistry; Algae; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004074398,0.0007873252,0.0007362559,0.000703838,0.0007531293,0.001409867,0.001211397,0.001561714,0.0005899072],"category_scores_gemma":[0.009163516,0.0006790309,0.0004335991,0.0007235235,0.0009443761,0.001069736,0.001371158,0.001609319,0.0008721115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008302447,"about_ca_system_score_gemma":0.0006595548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003982041,"about_ca_topic_score_gemma":0.007199511,"domain_scores_codex":[0.9933275,0.002033265,0.0004051496,0.001801488,0.002056792,0.0003758447],"domain_scores_gemma":[0.9934856,0.002822889,0.0004574733,0.001214404,0.001860565,0.0001589868],"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":[0.00007082969,0.00001690099,0.002001384,0.00002192884,0.0000100646,0.000008462547,0.00008741047,0.0001534552,0.9946366,0.00004815186,0.00004357341,0.002901266],"study_design_scores_gemma":[0.000006454411,0.00007581038,0.004329683,0.000009283597,0.00002904018,0.00005180341,0.00006541068,0.004481027,0.9901703,0.0000989649,0.000663589,0.00001856172],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8197911,0.001510789,0.1736138,0.0008278348,0.0002172529,0.0001183457,0.0008987475,0.0007163465,0.002305898],"genre_scores_gemma":[0.9097052,0.001097507,0.08553716,0.0003526573,0.00005449037,0.0001728854,0.0011256,0.0002599013,0.001694632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004074398,"threshold_uncertainty_score":0.02154773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1524060442635537,"score_gpt":0.3496373081951789,"score_spread":0.1972312639316251,"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."}}