{"id":"W4248247965","doi":"10.1016/j.surneu.2006.06.004","title":"Commentary","year":2006,"lang":"en","type":"article","venue":"Surgical Neurology","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital","funders":"","keywords":"Medicine; Aneurysm; Subarachnoid hemorrhage; Occlusion; Surgery; Modified Rankin Scale; Radiology; Balloon; Anterior communicating artery; Ischemia","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":[],"consensus_categories":[],"category_scores_codex":[0.00002157916,0.00007058684,0.000131174,0.00003098197,0.00005633949,0.000003506593,0.00003856721,0.00005285323,0.0005220345],"category_scores_gemma":[0.0000022706,0.00005531594,0.00006536782,0.00007231956,0.00007089839,0.00001361522,0.00001824648,0.000122152,0.0002324741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005148268,"about_ca_system_score_gemma":0.000006306542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001022368,"about_ca_topic_score_gemma":0.00001022762,"domain_scores_codex":[0.9994717,0.00003241163,0.0001181718,0.0001507786,0.00006553483,0.0001614137],"domain_scores_gemma":[0.9997064,0.00006901102,0.00001654838,0.0001415648,0.00001906713,0.00004737421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003355148,0.004676432,0.5059308,0.00003640197,0.0001067342,0.01420401,0.00003366649,0.00002814888,0.005422747,0.156899,0.2969067,0.01240021],"study_design_scores_gemma":[0.001877171,0.0007544506,0.1964369,0.000001432966,0.00005130002,0.002487526,9.766351e-7,0.0001204189,0.0002508564,0.003437123,0.7945018,0.00008005791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.853246,0.0000599406,0.00001177755,0.1009862,0.00009560247,0.0001235074,0.000003689896,0.00008374293,0.04538958],"genre_scores_gemma":[0.9861612,0.000008535327,0.00006466424,0.01241432,0.0003544113,0.00001671444,0.00007219909,0.000007866551,0.0009001384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4975952,"threshold_uncertainty_score":0.5715912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01048627789339041,"score_gpt":0.2490809431074865,"score_spread":0.2385946652140961,"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."}}