{"id":"W4385546644","doi":"10.21203/rs.3.rs-3155531/v1","title":"An Explainable Artificial Intelligence Model to Predict Malignant Cerebral Edema after Acute Anterior Circulating Large Hemisphere Infarction","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Soochow University","keywords":"Interpretability; Medicine; Machine learning; Artificial intelligence; Predictive power; Computer science","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":[0.001762947,0.000597525,0.0004594128,0.001160915,0.0002547423,0.0007727874,0.0006493172,0.0005471746,0.0009977572],"category_scores_gemma":[0.004754638,0.000160007,0.0006681611,0.0003511872,0.0002525826,0.0003272419,0.0004091376,0.0005317453,0.0001157384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006573435,"about_ca_system_score_gemma":0.000698252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005038871,"about_ca_topic_score_gemma":0.00295964,"domain_scores_codex":[0.9995593,0.0002119694,0.00003265988,0.00008160964,0.00006520515,0.00004928269],"domain_scores_gemma":[0.9980729,0.001332826,0.0002322519,0.00005644319,0.0002335179,0.00007203039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005453549,0.0005214581,0.2685896,0.000122322,0.000485713,0.0005981965,0.0002092006,0.6551863,0.001198288,0.002367467,0.002631021,0.06754513],"study_design_scores_gemma":[0.00001231735,0.00009053284,0.01075334,0.00001200701,0.00004473207,0.00004984141,0.00001776608,0.9876331,0.0001444151,0.001082261,0.0001524311,0.000007149164],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9017286,0.0004210447,0.0944483,0.001024197,0.00007305136,0.0001514458,0.0006819302,0.0002367826,0.001234705],"genre_scores_gemma":[0.9933218,0.00007200743,0.005830739,0.0000470375,0.00001916798,0.00004820424,0.0003715708,0.000004207808,0.0002851297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005038871,"threshold_uncertainty_score":0.01001906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08673194366491845,"score_gpt":0.4031512526779638,"score_spread":0.3164193090130454,"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."}}