{"id":"W4290739510","doi":"10.3389/fphot.2022.938144","title":"Dynamic vascular optical spectroscopy for monitoring peripheral arterial disease patients undergoing a surgical intervention","year":2022,"lang":"en","type":"article","venue":"Frontiers in Photonics","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; York University","keywords":"Medicine; Peripheral; Perfusion; Revascularization; Angiography; Radiology; Arterial disease; Intervention (counseling); Vascular disease; Surgery; Cardiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002244984,0.0002060101,0.0003396327,0.0001553434,0.0001785609,0.00004735229,0.0001642954,0.00003771842,0.0001571056],"category_scores_gemma":[0.00004605064,0.0002281817,0.0003423286,0.00018194,0.00004704167,0.0001148946,0.0001899918,0.0002340582,0.000001932267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001607966,"about_ca_system_score_gemma":0.0001061257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004011715,"about_ca_topic_score_gemma":0.000003940353,"domain_scores_codex":[0.9981478,0.00008232886,0.0003798556,0.0004642828,0.0004726184,0.0004530397],"domain_scores_gemma":[0.9993209,0.00001865982,0.00007435821,0.0003171154,0.00003441006,0.0002346161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01888078,0.007142895,0.9466506,0.001295411,0.0008014445,0.0007914743,0.0007811179,0.006387869,0.0006850109,0.0003204969,0.005668822,0.01059414],"study_design_scores_gemma":[0.05564498,0.003788337,0.4340528,0.0005620735,0.001001728,0.00001641516,0.002639499,0.4445457,0.0002489434,0.002861404,0.05328868,0.001349472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874398,0.0004864784,0.007128297,0.0001892151,0.003129825,0.001345844,0.0000537582,0.00007211303,0.0001546684],"genre_scores_gemma":[0.9789411,0.000065186,0.01949655,0.00008721184,0.00008937578,0.0007488602,0.0002980939,0.00005066183,0.0002230108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5125977,"threshold_uncertainty_score":0.930498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006522930781687914,"score_gpt":0.2571075213981844,"score_spread":0.2505845906164965,"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."}}