{"id":"W2328977177","doi":"10.1227/neu.0b013e31827981fd","title":"Simulation and Augmented Reality in Endovascular Neurosurgery","year":2012,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Armed Forces; Foothills Medical Centre","funders":"","keywords":"Augmented reality; Medicine; Virtual reality; Neurosurgery; Medical physics; Aviation; Intervention (counseling); Human–computer interaction; Computer science; Surgery","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":[0.001898263,0.0004881111,0.0004424409,0.001221484,0.0004326482,0.002225369,0.0005513511,0.001669611,0.003481571],"category_scores_gemma":[0.004666444,0.0003235413,0.0005505589,0.0008729775,0.00272297,0.001822981,0.001375701,0.001250451,0.000462073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006355418,"about_ca_system_score_gemma":0.0006750511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001642444,"about_ca_topic_score_gemma":0.001780055,"domain_scores_codex":[0.9978966,0.001540146,0.0001037579,0.00008338913,0.0003173958,0.00005878214],"domain_scores_gemma":[0.9972829,0.002179238,0.0001055907,0.0001462957,0.0001895009,0.00009649821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003575394,0.0001636417,0.002812853,0.001512456,0.0001010686,0.001264229,0.002412581,0.03634015,0.00497277,0.3877596,0.01359213,0.548711],"study_design_scores_gemma":[0.000162008,0.001282176,0.01226092,0.005124756,0.00020411,0.01385055,0.002993792,0.100141,0.005893045,0.3500982,0.507552,0.0004374828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04975132,0.4800823,0.2660845,0.0243953,0.0037989,0.0001731872,0.000165973,0.0004740038,0.1750745],"genre_scores_gemma":[0.5638189,0.2536168,0.1582929,0.002104933,0.003133761,0.0002525027,0.0001218391,0.0001001353,0.01855827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003481571,"threshold_uncertainty_score":0.01164699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07443801627572993,"score_gpt":0.325667079806797,"score_spread":0.2512290635310671,"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."}}