{"id":"W2971870346","doi":"10.1016/j.wneu.2019.08.223","title":"Decompressive Craniectomy: A Preliminary Study of Comparative Radiographic Characteristics Predicting Outcome in Malignant Ischemic Stroke","year":2019,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Decompressive craniectomy; Stroke (engine); Ischemic stroke; Radiography; Surgery; Radiology; Traumatic brain injury; Ischemia; Internal medicine","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"],"consensus_categories":[],"category_scores_codex":[0.0003474103,0.0003585092,0.001237388,0.001106548,0.00003784727,0.00001872125,0.0002227621,0.00006154789,0.0000971816],"category_scores_gemma":[0.00009314583,0.0003349504,0.0002167669,0.0009266174,0.00007582779,0.0001198513,0.0002572812,0.0005364857,0.0000245878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006917039,"about_ca_system_score_gemma":0.00004627151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004460171,"about_ca_topic_score_gemma":0.00001237482,"domain_scores_codex":[0.9969998,0.0001451293,0.00121717,0.0006378312,0.0005331209,0.0004669349],"domain_scores_gemma":[0.9978518,0.0006086768,0.0005980035,0.0007237883,0.00008688653,0.0001307793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009783889,0.00121091,0.9650463,0.000216364,0.0001731577,0.0004563579,0.0009129766,0.00003141199,0.02744631,0.000003049641,0.003360776,0.0001639271],"study_design_scores_gemma":[0.003077505,0.0007120175,0.9878235,0.0003841626,0.0002173495,0.00004502782,0.001035966,0.001120303,0.003792778,4.60825e-7,0.00154029,0.0002505812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921303,0.0001088847,0.000009377361,0.0001164342,0.000626407,0.00197639,0.00002305565,0.00008862268,0.004920469],"genre_scores_gemma":[0.9969184,0.0000144412,0.00008264157,0.000302871,0.00008260427,0.0001034008,0.00002240384,0.00004996804,0.002423276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02365353,"threshold_uncertainty_score":0.9999102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0286651629353477,"score_gpt":0.2860992668152088,"score_spread":0.257434103879861,"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."}}