{"id":"W3155698833","doi":"10.1115/fedsm2020-20125","title":"Motility Response to Hydrodynamic Stress During the Growth Cycle in Active Fluid Suspensions","year":2020,"lang":"en","type":"article","venue":"","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Chlamydomonas reinhardtii; Motility; Synechocystis; Chlamydomonas; Exponential growth; Biophysics; Phase (matter); Shear stress; Biology; Biological system; Bacterial growth; Chemistry; Cell biology; Cyanobacteria; Mechanics; Biochemistry; Physics; Bacteria; Mutant; Organic chemistry","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":[0.00009147793,0.0001057613,0.0001259795,0.00002945143,0.0001033007,0.00002283656,0.0001781056,0.0000196001,0.0004159561],"category_scores_gemma":[0.00002700787,0.00007670473,0.00005513554,0.0002493544,0.00002217027,0.00006378892,0.0001473792,0.0001475249,0.00009462419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003069131,"about_ca_system_score_gemma":0.0000369022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004839812,"about_ca_topic_score_gemma":0.0001198395,"domain_scores_codex":[0.9992292,0.0001081176,0.0001468871,0.0002196565,0.00008312071,0.0002130541],"domain_scores_gemma":[0.9995334,0.0001153113,0.00002366458,0.0001926515,0.00002768396,0.0001072617],"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":[0.002954811,0.0006559594,0.2942397,0.00003996873,0.0001415518,0.00003196133,0.01126014,0.03524054,0.6438674,0.008866063,0.0008680604,0.001833862],"study_design_scores_gemma":[0.001250593,0.00009450101,0.8139256,0.0000313817,0.00002060288,6.302682e-7,0.003243914,0.02157931,0.1583278,0.0009824764,0.0002033047,0.0003398668],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937908,0.000002917912,0.0008023169,0.002900367,0.00003013036,0.0002286496,0.00003858062,0.00002280873,0.002183414],"genre_scores_gemma":[0.9993148,5.463895e-7,0.0001046549,0.0001677658,0.00006143568,0.00000740417,0.000005817583,0.00001056383,0.0003269787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5196859,"threshold_uncertainty_score":0.4554428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006435904814950624,"score_gpt":0.2193907238224709,"score_spread":0.2129548190075203,"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."}}