{"id":"W2004115469","doi":"10.1088/0967-3334/33/10/1585","title":"Velocity measurement accuracy in optical microhemodynamics: experiment and simulation","year":2012,"lang":"en","type":"article","venue":"Physiological Measurement","topic":"Blood properties and coagulation","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hematocrit; Particle image velocimetry; Speckle pattern; Biomedical engineering; Flow velocity; Velocimetry; Blood flow; Particle tracking velocimetry; Materials science; Volumetric flow rate; RADIUS; Flow (mathematics); Mechanics; Flow measurement; Optics; Physics; Turbulence; Computer science; Engineering","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":[0.001951644,0.0003903087,0.0004259914,0.0004746226,0.0002769291,0.0007149698,0.0005933574,0.0009939551,0.0005236676],"category_scores_gemma":[0.005486873,0.0002274221,0.0003895457,0.000453087,0.0005616214,0.0007046551,0.0004260151,0.0004218855,0.0001252218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009992503,"about_ca_system_score_gemma":0.0007502593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00744284,"about_ca_topic_score_gemma":0.002178476,"domain_scores_codex":[0.9991907,0.000187023,0.00005497154,0.0001376556,0.0003335441,0.00009603991],"domain_scores_gemma":[0.9972538,0.001875398,0.0002651647,0.0002050355,0.0003638553,0.00003668933],"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":[0.0003965797,0.0003480157,0.0118037,0.0001966441,0.00003468119,0.0001334071,0.0002335231,0.8946423,0.0415885,0.004062267,0.000500368,0.04605994],"study_design_scores_gemma":[0.00001357576,0.00009033724,0.001478209,0.00001417323,0.000008164329,0.00002688976,0.00001605468,0.9806008,0.01699496,0.0003709028,0.0003711531,0.00001481765],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6821544,0.001175252,0.3104395,0.0004117515,0.0001223142,0.0001645671,0.0002410287,0.0007738114,0.004517534],"genre_scores_gemma":[0.9622155,0.0002475269,0.03692257,0.00003192518,0.000008796193,0.00007957958,0.00006655061,0.00003134826,0.0003961866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00744284,"threshold_uncertainty_score":0.014799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1509168498962146,"score_gpt":0.3165065255491056,"score_spread":0.165589675652891,"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."}}