{"id":"W4396812593","doi":"10.1161/circinterventions.124.014195","title":"Mechanisms Matter: Combining Invasive Metrics to Better Define Microvascular Dysfunction","year":2024,"lang":"en","type":"editorial","venue":"Circulation Cardiovascular Interventions","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Southlake Regional Health Center","funders":"","keywords":"Computer science; Medicine; Computational biology; Neuroscience; Biology","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":["insufficient_payload"],"category_scores_codex":[0.001241934,0.0007402569,0.001480962,0.001744197,0.0002261918,0.0004014926,0.000341089,0.0006946492,0.001069771],"category_scores_gemma":[0.0007192783,0.0007916161,0.007986995,0.0014596,0.00005459714,0.0002238514,0.0004567208,0.0009901202,0.005643233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001247749,"about_ca_system_score_gemma":0.0002385114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001123458,"about_ca_topic_score_gemma":0.00002650001,"domain_scores_codex":[0.9941308,0.0002994671,0.001205456,0.001513812,0.002270449,0.0005799452],"domain_scores_gemma":[0.9964872,0.0001428015,0.0002187091,0.00189006,0.0008439632,0.0004172429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003747425,0.0002377393,0.0001366195,0.00461759,0.01486272,0.0002683122,0.00008599567,0.001314606,0.0003496499,0.0001059014,0.9737945,0.004188937],"study_design_scores_gemma":[0.002115055,0.000246375,0.004021205,0.005263044,0.018812,0.00007092947,0.00009716482,0.0002281147,0.0001182539,0.001005961,0.9670498,0.0009721084],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.002883531,0.01245408,0.2487747,0.001110197,0.7280659,0.00349724,0.0004240176,0.0006583666,0.00213201],"genre_scores_gemma":[0.2120105,0.0008490431,0.01194952,0.003402607,0.7203332,0.004431862,0.0323133,0.001573469,0.01313644],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2368252,"threshold_uncertainty_score":0.9998434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02138752843547855,"score_gpt":0.2743945742797314,"score_spread":0.2530070458442528,"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."}}