{"id":"W4229046611","doi":"10.1371/journal.pone.0267837","title":"Retinal vessel multifractals predict pial collateral status in patients with acute ischemic stroke","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre; University of Toronto; University of Alberta","funders":"National Institute of Neurological Disorders and Stroke; Qatar National Research Fund; Fonds National de la Recherche Luxembourg; Qatar Foundation","keywords":"Medicine; Retinal; Internal medicine; Cardiology; Collateral circulation; Stroke (engine); Angiography; Blood pressure; Retinal Artery; Ophthalmology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001176946,0.0001383813,0.0003653634,0.0001661078,0.00009171211,0.00001931815,0.00008355523,0.00002648111,0.0003246089],"category_scores_gemma":[0.00004144643,0.0001194809,0.00005238267,0.0003070322,0.00004696487,0.00007824306,0.00007840963,0.0003936825,0.00001307974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001519609,"about_ca_system_score_gemma":0.00009283213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001132833,"about_ca_topic_score_gemma":0.000002963311,"domain_scores_codex":[0.9983166,0.00005960817,0.000242955,0.0002823184,0.0007614505,0.0003370422],"domain_scores_gemma":[0.9994116,0.00002965455,0.0001044844,0.0002249471,0.00009618424,0.0001330729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002132424,0.002485676,0.9691858,0.00005278745,0.0006164195,0.0001196417,0.0002820772,0.00001622117,0.02398044,3.446781e-7,0.00075301,0.000375172],"study_design_scores_gemma":[0.01555341,0.003540651,0.9521076,0.0005157727,0.002582484,0.00001945556,0.0003965671,0.006546834,0.0163826,0.00000407149,0.001858412,0.0004921396],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997752,0.00004132708,0.000004200339,0.0003793513,0.00001876357,0.0003045503,0.0001673725,0.00004894421,0.001283505],"genre_scores_gemma":[0.9956707,0.0000206815,0.001304163,0.0001780289,0.0000595118,0.00005385253,0.0003373007,0.00002686212,0.002348937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01707817,"threshold_uncertainty_score":0.487229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01203412137215281,"score_gpt":0.2274132701660558,"score_spread":0.215379148793903,"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."}}