{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006885034,0.0005139638,0.0002854396,0.0009723276,0.000255831,0.0005685856,0.0006260954,0.0004190632,0.007845727],"category_scores_gemma":[0.002880769,0.0001843068,0.0003397328,0.0005106786,0.0004612942,0.0006624404,0.0009402914,0.0006035233,0.001974157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003331654,"about_ca_system_score_gemma":0.0008775858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001251999,"about_ca_topic_score_gemma":0.001346177,"domain_scores_codex":[0.9993105,0.00008437794,0.00006175366,0.0001311716,0.0003671298,0.00004510116],"domain_scores_gemma":[0.9984931,0.0003616058,0.0002684985,0.0002971928,0.0004590646,0.0001205348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008707292,0.00009293962,0.03321297,0.0005864937,0.00008405216,0.001774393,0.0002601974,0.002958325,0.04445194,0.00238153,0.008486475,0.90484],"study_design_scores_gemma":[0.000732641,0.00841732,0.2260534,0.001312129,0.0005213174,0.1836167,0.0003281564,0.03444321,0.2082122,0.008720226,0.3270678,0.0005748273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4907398,0.009637722,0.451913,0.0006207635,0.0006573286,0.0003268331,0.001648724,0.00494326,0.03951271],"genre_scores_gemma":[0.8206138,0.002593548,0.1694947,0.0002932968,0.0003100649,0.0001672016,0.001350342,0.000290662,0.004886237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007845727,"threshold_uncertainty_score":0.02624661,"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."}}