{"id":"W4361296850","doi":"10.1101/2023.03.29.23287441","title":"Sex-dependent manifestations of intracranial aneurysms","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Krembil Foundation; Toronto Western Hospital; University Health Network","funders":"Canadian Institutes of Health Research; Swiss Cancer Research Foundation; SystemsX.ch; Universität Zürich; Novartis Stiftung für Medizinisch-Biologische Forschung; Schweizerische Herzstiftung; Hope Foundation; Novartis Foundation; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Aneurysm; Medicine; Prospective cohort study; Histopathology; Cohort; Epidemiology; Histology; Internal medicine; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002037885,0.0002195241,0.0003009094,0.0005959881,0.0002441744,0.0003334412,0.0001554375,0.0001848335,0.0050258],"category_scores_gemma":[0.0009572948,0.0001306719,0.000299588,0.0006770655,0.0001624389,0.0002046382,0.0002220803,0.00020611,0.0005093888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009212671,"about_ca_system_score_gemma":0.0001497431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008299767,"about_ca_topic_score_gemma":0.0007342754,"domain_scores_codex":[0.9997532,0.00003440242,0.00002899238,0.00007746651,0.0000493511,0.00005662817],"domain_scores_gemma":[0.9994668,0.0001042801,0.0002732318,0.00003629618,0.00004851017,0.00007091492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001539808,0.00001373429,0.9945686,0.00003236222,0.00005505733,0.0005950226,0.00006963604,0.00001984328,0.000515978,0.00004744804,0.0001596701,0.003768695],"study_design_scores_gemma":[0.000003427288,0.00005138685,0.9962353,0.00001180237,0.00002076935,0.002983244,0.00007811266,0.00003399921,0.00007587346,0.00007004297,0.0004323199,0.000003646513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926804,0.002740725,0.0002087826,0.00007845709,0.00003346635,0.00001218532,0.001280528,0.00001182063,0.002953674],"genre_scores_gemma":[0.9985819,0.0005324654,0.00005685012,0.00002621729,0.00003105267,0.000007838627,0.0004110383,0.000004037397,0.0003485542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0050258,"threshold_uncertainty_score":0.01681298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0407019675451754,"score_gpt":0.2979107735812695,"score_spread":0.2572088060360941,"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."}}