{"id":"W2394765012","doi":"10.3233/978-1-61499-022-2-225","title":"Augmented Reality Visualization for Guidance in Neurovascular Surgery","year":2012,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Neurovascular bundle; Visualization; Computer science; Augmented reality; Computer vision; Software; Artificial intelligence; Computer graphics (images); Neurosurgery; Radiology; Surgery; Medicine","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":[0.001870046,0.00009742307,0.0002803584,0.0004923715,0.0001673447,0.0000081007,0.0002085154,0.00009932556,1.8248e-7],"category_scores_gemma":[0.0005405719,0.00009410862,0.00002099112,0.001036581,0.0001722146,0.0004537654,0.0002405847,0.000133915,0.000001510276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001334382,"about_ca_system_score_gemma":0.00005572879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001753257,"about_ca_topic_score_gemma":0.00002941226,"domain_scores_codex":[0.9985505,0.0000552116,0.0008064258,0.0001079339,0.00009181629,0.0003880846],"domain_scores_gemma":[0.9990119,0.0002607171,0.0002647171,0.0003574918,0.00006708942,0.00003803458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000699731,0.0001788735,0.07772985,0.001773387,0.00003222072,3.74534e-7,0.007541026,0.0001842624,0.000001930745,0.8508136,0.003619414,0.05811803],"study_design_scores_gemma":[0.003549654,0.000521599,0.2074665,0.001695655,0.00002642124,0.0001071043,0.01715254,0.401774,0.0007287414,0.1754489,0.1901154,0.001413309],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03304099,0.006760549,0.9473537,0.01096835,0.0003703276,0.00112024,0.000006804392,0.0002592779,0.0001197791],"genre_scores_gemma":[0.9711999,0.005590165,0.02094856,0.001633727,0.00002061935,0.0005770599,0.0000128411,0.000007211359,0.000009963068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9381589,"threshold_uncertainty_score":0.3837638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0909612598457653,"score_gpt":0.3977116037615167,"score_spread":0.3067503439157513,"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."}}