{"id":"W1989873530","doi":"10.1227/neu.0b013e3182750c03","title":"Advanced Cranial Navigation","year":2012,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; University of Calgary","funders":"","keywords":"Medicine; Fiducial marker; Neuronavigation; Navigation system; Imaging phantom; Magnetic resonance imaging; Computer vision; Artificial intelligence; Radiology; Computer science","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":[0.0001193385,0.0001235941,0.0001298412,0.00005841512,0.0001493048,0.00003685422,0.0001112832,0.00004359609,0.0001580228],"category_scores_gemma":[0.0003591726,0.0001194938,0.00008383849,0.000256787,0.00005411061,0.0005212061,0.00004325861,0.0001423567,0.0005997837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001888708,"about_ca_system_score_gemma":0.00001612048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002599536,"about_ca_topic_score_gemma":1.260127e-7,"domain_scores_codex":[0.9988031,0.0000678224,0.000189338,0.0002456176,0.000269268,0.0004248054],"domain_scores_gemma":[0.9993802,0.0001929162,0.00005783435,0.0001977036,0.00001372512,0.0001575697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004129822,0.00009552728,0.006856498,0.00001063237,4.713219e-7,0.00001551897,0.00006577827,0.0000189755,0.9848433,0.001593958,0.001111459,0.005346633],"study_design_scores_gemma":[0.0004527138,0.00007972882,0.05214591,0.00002569299,0.00001020148,0.0002466288,0.000009300925,0.000383794,0.8526978,0.000333838,0.0932372,0.000377172],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990211,0.00005469593,0.00006028788,0.0001556566,0.002700827,0.00009777652,0.000006507713,0.0001733409,0.006539935],"genre_scores_gemma":[0.9970151,0.00002697978,0.00003017777,0.001793847,0.0005107207,0.00001173611,0.000002595771,0.00002467915,0.000584138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1321454,"threshold_uncertainty_score":0.7709206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02864340379759986,"score_gpt":0.2733442992238014,"score_spread":0.2447008954262016,"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."}}