{"id":"W4410576419","doi":"10.20944/preprints202505.1503.v1","title":"Exploring Holography in Neuro-Vascular Dynamics","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Holography; Dynamics (music); Computer science; Optics; Physics; Acoustics","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":[0.0003664444,0.0004038003,0.0003388355,0.0005201678,0.0004392331,0.00128487,0.0003946635,0.0008790679,0.003371292],"category_scores_gemma":[0.001246906,0.0002404816,0.0003576579,0.0002580222,0.002634821,0.002320309,0.00139109,0.001336606,0.00030166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007131039,"about_ca_system_score_gemma":0.0005068301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007279945,"about_ca_topic_score_gemma":0.0004555126,"domain_scores_codex":[0.9999011,0.0000364556,0.00000445897,0.0000184612,0.00002404981,0.000015485],"domain_scores_gemma":[0.9997023,0.0001237158,0.00005033754,0.0000489533,0.00003633462,0.00003843184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001528111,0.00001007022,0.0003092032,0.00004802413,0.00001042061,0.0001410407,0.0001690162,0.006021128,0.003097262,0.9822069,0.0009721339,0.006999434],"study_design_scores_gemma":[0.00001873235,0.00002908437,0.00117178,0.00003231993,0.000008663665,0.0002231818,0.000125181,0.04663329,0.001093601,0.9451367,0.005508237,0.00001922855],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1984295,0.01184263,0.693774,0.01293249,0.000831569,0.00007888352,0.0005887441,0.0005414736,0.08098064],"genre_scores_gemma":[0.9435024,0.003800934,0.04097885,0.0007562338,0.0005537742,0.0000486107,0.000104847,0.00008239439,0.01017192],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003371292,"threshold_uncertainty_score":0.01127809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1838076129502674,"score_gpt":0.3902368418254117,"score_spread":0.2064292288751443,"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."}}