{"id":"W4402097802","doi":"10.3171/2024.5.jns232490","title":"Role of aneurysmal hemodynamic changes in pathogenesis of headaches associated with unruptured cerebral aneurysms","year":2024,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Headaches; Aneurysm; Hemodynamics; Internal carotid artery; Cardiology; Internal medicine; Radiology; Surgery","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":[0.0004199054,0.0002500694,0.0002312574,0.0008303512,0.000242119,0.0004548105,0.0002294234,0.0002810385,0.001350594],"category_scores_gemma":[0.001780329,0.0001437488,0.0003005803,0.0004256307,0.0003609286,0.0003546729,0.0003027779,0.0002372298,0.0001308518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000137952,"about_ca_system_score_gemma":0.0002246641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004745021,"about_ca_topic_score_gemma":0.0004304732,"domain_scores_codex":[0.9997439,0.00009008928,0.00003246126,0.00004156541,0.00004651408,0.00004550588],"domain_scores_gemma":[0.9989613,0.0003040461,0.0005095785,0.0000441933,0.00006013448,0.0001207469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003094104,0.00005302917,0.9933248,0.00002917983,0.00004914533,0.0009310226,0.00006481408,0.0001081882,0.0005996582,0.00003519289,0.0000541977,0.004441391],"study_design_scores_gemma":[0.00001075396,0.0001675402,0.996824,0.00000965736,0.00003464749,0.00217917,0.0001090412,0.0003536293,0.000132107,0.0000551663,0.0001198835,0.000004363383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977684,0.00154459,0.0002492431,0.00005235638,0.00001008425,0.000006231468,0.00006446144,0.00000442053,0.0003001736],"genre_scores_gemma":[0.9992895,0.0003665151,0.0001590792,0.00001110975,0.00004621683,0.000004243014,0.00007470824,7.406813e-7,0.00004778387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001350594,"threshold_uncertainty_score":0.004518151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01540083051650113,"score_gpt":0.2380755386851164,"score_spread":0.2226747081686152,"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."}}