{"id":"W4399989238","doi":"10.1016/j.physd.2024.134272","title":"A multi-domain model for microcirculation in optic nerve: Blood flow and oxygen transport","year":2024,"lang":"en","type":"article","venue":"Physica D Nonlinear Phenomena","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"National Natural Science Foundation of China","keywords":"Microcirculation; Blood flow; Oxygen transport; Optic nerve; Flow (mathematics); Oxygen; Medicine; Anatomy; Cardiology; Chemistry; Internal medicine; Mechanics; Physics","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":[0.0003155455,0.0009189555,0.001134674,0.0005847798,0.0006575384,0.001319091,0.001571523,0.003174845,0.001462554],"category_scores_gemma":[0.0008300573,0.0005078926,0.0009368043,0.0006979154,0.00122581,0.001467136,0.0009387486,0.001149889,0.0003372474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001068559,"about_ca_system_score_gemma":0.001212837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01116567,"about_ca_topic_score_gemma":0.005308641,"domain_scores_codex":[0.9998221,0.00004667223,0.000008455049,0.00005457317,0.00004187344,0.00002645225],"domain_scores_gemma":[0.9997045,0.0001049031,0.00006018685,0.00002034562,0.0000762,0.00003390031],"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":[0.00003534257,0.00004914183,0.0004173758,0.00007160267,0.00003228601,0.0001849901,0.0000726114,0.9698132,0.005785543,0.02045589,0.0005708209,0.002511112],"study_design_scores_gemma":[0.00000615713,0.00001441065,0.00013229,0.000003684319,0.000007872371,0.00002416578,0.000008871706,0.9975675,0.0001900981,0.001708871,0.0003270872,0.000009008148],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1050855,0.002230196,0.8687991,0.002260513,0.0003939937,0.0001553243,0.000640133,0.0003325146,0.02010271],"genre_scores_gemma":[0.9462602,0.001696824,0.02421736,0.0003899217,0.0002236983,0.0002887859,0.0002370649,0.00007553904,0.02661054],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01116567,"threshold_uncertainty_score":0.02220136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02789512903531095,"score_gpt":0.2767136024291582,"score_spread":0.2488184733938472,"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."}}