{"id":"W4416330696","doi":"10.1055/a-2749-5915","title":"Management of Ruptured Intracranial Arachnoid Cysts with Hemorrhage: A Bayesian Network Analysis of Factors Affecting Management Decision","year":2025,"lang":"en","type":"article","venue":"Journal of Neurological Surgery Part A Central European Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Arachnoid cyst; Craniotomy; Middle cranial fossa; Conservative management; Generalizability theory; Posterior fossa; Modality (human–computer interaction)","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":[0.001591566,0.0005435104,0.001713556,0.001114723,0.0002140734,0.0001020147,0.0007021654,0.0001002023,0.00009187674],"category_scores_gemma":[0.0005633749,0.0003917155,0.00133028,0.004230883,0.0002813333,0.0002695241,0.000354227,0.0006911739,0.000002542321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003943284,"about_ca_system_score_gemma":0.00004479527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001777532,"about_ca_topic_score_gemma":0.000001189801,"domain_scores_codex":[0.9934432,0.001260604,0.002342745,0.0008049239,0.00115765,0.0009908597],"domain_scores_gemma":[0.9947368,0.002521498,0.00169541,0.0005718197,0.000133868,0.0003406034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0130072,0.003062278,0.7897311,0.0009219751,0.001971758,0.0517046,0.0001192363,0.06496028,0.0136888,0.0007154015,0.002486124,0.05763119],"study_design_scores_gemma":[0.0007984282,0.0006122741,0.9899215,0.0004162656,0.001929219,0.0002642602,0.00003192448,0.002035895,0.002633924,0.00007053695,0.0008962073,0.0003895939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932287,0.0001455283,0.002818993,0.0001346507,0.001783056,0.0003170206,0.00001961782,0.000060901,0.001491577],"genre_scores_gemma":[0.998082,0.0005822977,0.0003777588,0.0006809456,0.0001571558,0.00000181351,0.000004910365,0.00004647781,0.00006661288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2001903,"threshold_uncertainty_score":0.9998535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646064853438534,"score_gpt":0.2412267574511943,"score_spread":0.224766108916809,"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."}}