{"id":"W4409387104","doi":"10.1177/23969873251331484","title":"Reliability of CT, DECT, and MRI for the diagnosis of hemorrhagic transformation after thrombectomy","year":2025,"lang":"en","type":"article","venue":"European Stroke Journal","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Digital Enhanced Cordless Telecommunications; Transformation (genetics); Medicine; Reliability (semiconductor); Radiology; Computer science; Physics; Chemistry","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":[0.0008513645,0.0001040849,0.0002386669,0.0000978934,0.00006051668,0.00001495373,0.0001165599,0.00001250873,0.00007434792],"category_scores_gemma":[0.0001718094,0.00006556488,0.0001566387,0.00009920755,0.0001100158,0.0000843233,0.00004884414,0.0001893571,0.000001419597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003832207,"about_ca_system_score_gemma":0.00003415649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004187848,"about_ca_topic_score_gemma":0.000001463626,"domain_scores_codex":[0.9990112,0.00007912877,0.0004708308,0.0001124921,0.0001909147,0.0001355008],"domain_scores_gemma":[0.9991744,0.0002298832,0.0001727897,0.0002251311,0.0001506079,0.00004717764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003869165,0.0009289234,0.6216104,0.003573197,0.001971022,0.0001373418,0.004322213,0.0001942394,0.0212138,0.0004317133,0.1651432,0.1766048],"study_design_scores_gemma":[0.007005271,0.0006999553,0.7675025,0.0007141476,0.001760646,0.0002510909,0.001535368,0.001001795,0.05586357,0.00008621132,0.1633959,0.000183452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9445483,0.001124234,0.02456875,0.002197597,0.0001800752,0.0005801135,0.00003427237,0.00001139927,0.02675523],"genre_scores_gemma":[0.9956819,0.0005326964,0.002666186,0.0003087118,0.00008355582,0.0000147428,0.000001931816,0.00001204937,0.0006982152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1764213,"threshold_uncertainty_score":0.2673658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016005213664057,"score_gpt":0.2605366613132231,"score_spread":0.2503766091765825,"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."}}