{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004611507,0.0003238787,0.0002516941,0.0007141072,0.000228803,0.0004519724,0.0001702655,0.0003682732,0.001469365],"category_scores_gemma":[0.002638235,0.0001231924,0.0002341617,0.0004230909,0.000196709,0.0003380139,0.0003697269,0.0003950184,0.0002903701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001755878,"about_ca_system_score_gemma":0.0002178313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001198736,"about_ca_topic_score_gemma":0.001796933,"domain_scores_codex":[0.9998137,0.00004413781,0.00002880342,0.00003124191,0.00004477075,0.00003729633],"domain_scores_gemma":[0.9989123,0.000211107,0.0005218032,0.00004153967,0.0001352081,0.0001780156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001621023,0.00002580959,0.9975317,0.000004646565,0.0000226526,0.00005273331,0.0000178083,0.00005908442,0.0002288057,0.000006403839,0.00005095738,0.00183719],"study_design_scores_gemma":[0.00001008664,0.0001517873,0.9986541,0.000005371858,0.00001785921,0.0002946881,0.00005022984,0.000600912,0.0001146539,0.00003211875,0.00006531941,0.000002775653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993938,0.0001634369,0.00009161441,0.00003349222,0.00000344623,0.000006279083,0.00005902977,0.000003616008,0.0002452795],"genre_scores_gemma":[0.9997322,0.00004110948,0.00007420271,0.000005955613,0.000007062766,0.000003189549,0.00007446777,5.502226e-7,0.00006137275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001469365,"threshold_uncertainty_score":0.004915535,"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."}}