{"id":"W4400892305","doi":"10.1136/jnis-2024-snis.13","title":"O-013 Treatment modality for aneurysmal subarachnoid hemorrhage and the risk of shunt-dependent hydrocephalus and mortality: a population-based study","year":2024,"lang":"en","type":"article","venue":"","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Hamilton General Hospital","funders":"","keywords":"Subarachnoid hemorrhage; Hydrocephalus; Shunt (medical); Medicine; Treatment modality; Population; Endovascular treatment; Shunting; Cardiology; Surgery; Aneurysm","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":[0.001030482,0.0002655385,0.0003004539,0.0004955714,0.0003470239,0.0006718657,0.0004263231,0.0007802035,0.002932051],"category_scores_gemma":[0.002299036,0.0003039014,0.001143132,0.001133233,0.000251925,0.0004453804,0.0003375598,0.0006754372,0.0003950357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002538278,"about_ca_system_score_gemma":0.00057642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004780287,"about_ca_topic_score_gemma":0.004807658,"domain_scores_codex":[0.9992554,0.0002971059,0.00006152605,0.0001659018,0.0001010643,0.000119],"domain_scores_gemma":[0.9986217,0.000280873,0.0005946751,0.000164907,0.00008924351,0.0002485971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001248376,0.0002266223,0.9955832,0.00003342975,0.0005686313,0.00007746446,0.0000631188,0.00005175243,0.0001644582,0.00002964351,0.0003660637,0.001587274],"study_design_scores_gemma":[0.0002719002,0.0007758809,0.9967552,0.00001667507,0.0005085906,0.0002795538,0.0001764802,0.0005782493,0.00007947884,0.00007443966,0.0004734148,0.00001026014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983815,0.0002779098,0.0001454902,0.00007794043,0.00001978859,0.00002175247,0.00060725,0.000005682058,0.0004627278],"genre_scores_gemma":[0.9992833,0.00009927413,0.00009216526,0.00006742949,0.00003742197,0.00002126002,0.0002445491,0.000002515062,0.0001521533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004780287,"threshold_uncertainty_score":0.00980866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02026944451989268,"score_gpt":0.2878264174160434,"score_spread":0.2675569728961508,"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."}}