{"id":"W4413387881","doi":"10.1016/j.wneu.2025.124394","title":"Endovascular Thrombectomy Combined with Decompressive Craniectomy for Malignant Anterior Circulation Large Vessel Occlusion Stroke: A Real-World Study","year":2025,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Decompressive craniectomy; Stroke (engine); Occlusion; Endovascular treatment; Surgery; Radiology; Traumatic brain injury; Aneurysm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008104526,0.0004947782,0.000696597,0.0007290217,0.0004562857,0.0007168456,0.000355912,0.0007071836,0.001347201],"category_scores_gemma":[0.00213767,0.0002874849,0.0009295939,0.0009347724,0.0005250621,0.0005025934,0.0004197225,0.0004705922,0.0003374143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004216163,"about_ca_system_score_gemma":0.0005250798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001452205,"about_ca_topic_score_gemma":0.001603043,"domain_scores_codex":[0.9991834,0.0003112736,0.00009030553,0.0001740153,0.00012669,0.0001143224],"domain_scores_gemma":[0.998334,0.0003643715,0.0007774427,0.0001374031,0.0001204938,0.0002663709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001884573,0.0006134557,0.9894666,0.0001164669,0.0004556785,0.001849432,0.0001403342,0.0001020094,0.0004613593,0.00002693071,0.0002267451,0.004656353],"study_design_scores_gemma":[0.0005270384,0.002889823,0.987153,0.00004352157,0.000380864,0.006808058,0.0005083019,0.000547346,0.000233035,0.00003578928,0.0008465145,0.00002688332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989061,0.0006873877,0.00007434411,0.00003083584,0.00001044392,0.00001780794,0.0001029537,0.000001859999,0.0001681086],"genre_scores_gemma":[0.9987885,0.0006249754,0.00008881027,0.00004595923,0.0001016912,0.00001958129,0.0002856035,0.000001663621,0.00004327363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001452205,"threshold_uncertainty_score":0.004506886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01326870278709158,"score_gpt":0.2811705788081787,"score_spread":0.2679018760210871,"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."}}