{"id":"W4391652235","doi":"10.1161/circheartfailure.123.010697","title":"Blood Speckle Imaging in Critical Care: A New Tool in Mechanical Circulatory Support Management","year":2024,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"University hospital; Medicine; Intensive care; Library science; Internal medicine; Computer science; Intensive care medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003957979,0.0003162203,0.0003637025,0.0005444295,0.00004151898,0.0001722736,0.0001919944,0.0002009857,0.001202342],"category_scores_gemma":[0.00005077719,0.0003799942,0.0001628103,0.0007977809,0.000029102,0.0005438028,0.00006446124,0.0005233412,0.0005202559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003382454,"about_ca_system_score_gemma":0.0001049296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002733043,"about_ca_topic_score_gemma":0.00009412071,"domain_scores_codex":[0.9974341,0.00006862854,0.0007233768,0.000677325,0.00048632,0.0006102957],"domain_scores_gemma":[0.999172,0.0001081685,0.00001566287,0.0004812387,0.00003302775,0.0001898684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003569617,0.0004945906,0.3846368,0.01212048,0.0003769197,0.007795124,0.004773529,0.06271882,0.05931516,0.405353,0.02474485,0.03763506],"study_design_scores_gemma":[0.004817745,0.00009292953,0.3243322,0.002537026,0.0005955903,0.001051995,0.002870225,0.3791803,0.004520958,0.03852417,0.2371726,0.004304352],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503939,0.008504375,0.02052757,0.004510166,0.003914241,0.002685486,0.00004318773,0.003423437,0.005997689],"genre_scores_gemma":[0.997223,0.000004490855,0.002117445,0.0002030203,0.0002255524,0.00006091715,0.00004309269,0.00009186295,0.00003061714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3668288,"threshold_uncertainty_score":0.9998652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503407019238657,"score_gpt":0.2644791526507706,"score_spread":0.249445082458384,"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."}}