{"id":"W3191054057","doi":"10.1115/1.4052053","title":"Rheological and Biophysical Properties of Living Fluids Under Shear: Active Suspensions of<i>Synechocystis</i>sp. CPCC 534","year":2021,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Algal biology and biofuel production","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Rheology; Synechocystis; Suspension (topology); Bioreactor; Shear stress; Shear (geology); Viscosity; Chemical engineering; Materials science; Newtonian fluid; Cyanobacteria; Chemistry; Composite material; Thermodynamics; Geology; Organic chemistry; Bacteria","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":[0.0003346411,0.0004524137,0.0003233033,0.0001918141,0.0001868643,0.0003792128,0.0001848307,0.0002693222,0.0004252734],"category_scores_gemma":[0.0004858055,0.0001219436,0.0002127705,0.0002150736,0.0002888264,0.0003323434,0.000249152,0.0005627293,0.0001009889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001757556,"about_ca_system_score_gemma":0.0001775722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007778284,"about_ca_topic_score_gemma":0.0004782751,"domain_scores_codex":[0.9997993,0.00003963296,0.0000233534,0.00003990383,0.00007293845,0.00002482103],"domain_scores_gemma":[0.999721,0.00006867574,0.00008006595,0.00001486458,0.00008206118,0.00003324256],"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":[0.0000369742,0.000006791015,0.0003470745,0.00001848247,0.000005518077,0.00001294291,0.00002260253,0.00007212708,0.99914,0.000008379357,0.000006739349,0.0003224724],"study_design_scores_gemma":[0.00001181778,0.0002833989,0.01138609,0.000008440056,0.00002826842,0.0000675927,0.0001071085,0.001300103,0.9862691,0.00003764415,0.0004829142,0.00001746485],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976013,0.0004954346,0.001397332,0.00003589371,0.00001616957,0.00001268821,0.0001348573,0.00001596547,0.0002903059],"genre_scores_gemma":[0.9973125,0.0003312804,0.001571915,0.00004088448,0.00001148554,0.00002123994,0.000351644,0.00001146892,0.0003476701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007778284,"threshold_uncertainty_score":0.001769722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631123551184809,"score_gpt":0.2133162125105452,"score_spread":0.1970049769986971,"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."}}