{"id":"W4283215079","doi":"10.1101/2022.06.18.496666","title":"Red blood cell dynamics in extravascular biological tissues modelled as canonical disordered porous media","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Engineering and Physical Sciences Research Council; China Scholarship Council; Fondation Leducq; University of Edinburgh; UK Research and Innovation","keywords":"Intervillous space; Porous medium; Blood flow; Hemodynamics; Biophysics; Homogeneous; Capillary action; Chemistry; Biology; Placenta; Materials science; Porosity; Fetus; Medicine; Physics; Internal medicine; Thermodynamics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000622412,0.0008686455,0.001171143,0.0004059347,0.0001635058,0.0001299798,0.0008421048,0.0008021264,0.000271502],"category_scores_gemma":[0.0002831043,0.0009550934,0.0002398863,0.0006763861,0.0001378745,0.0001253054,0.001040038,0.001608541,0.00005183726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000896671,"about_ca_system_score_gemma":0.000302754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001874839,"about_ca_topic_score_gemma":0.00007610514,"domain_scores_codex":[0.996043,0.000247265,0.001026621,0.001185436,0.0006439201,0.0008537757],"domain_scores_gemma":[0.9976652,0.0002533054,0.0002182774,0.00140767,0.0001943811,0.0002612088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001765015,0.001534788,0.05946212,0.001658057,0.001735434,0.001739116,0.0004044971,0.8567288,0.07276081,0.003398245,0.0003906988,0.00001095483],"study_design_scores_gemma":[0.01196434,0.000415584,0.147714,0.0008366738,0.001550674,3.438677e-7,0.0003245656,0.779263,0.03386449,0.0001848251,0.01363169,0.01024979],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875492,0.007513417,0.000897603,0.000100871,0.00113536,0.001005755,0.0003056699,0.001278862,0.0002131984],"genre_scores_gemma":[0.9931634,0.002433232,0.003465153,0.00004026827,0.0001995073,0.0004317149,0.000006050768,0.0002503898,0.00001028936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0882519,"threshold_uncertainty_score":0.9992899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01531605380828717,"score_gpt":0.2175388834641038,"score_spread":0.2022228296558166,"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."}}