{"id":"W4221085077","doi":"10.3389/fsurg.2022.864792","title":"Augmented Reality in Neurosurgery, State of Art and Future Projections. A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Frontiers in Surgery","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Augmented reality; Medicine; Neurosurgery; Neuronavigation; Virtual reality; Medical physics; Medical education; Surgery; Computer science; Resection; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003822017,0.0004131697,0.004003581,0.001214882,0.00007444723,0.00004691495,0.0007401402,0.0001259539,0.00000924738],"category_scores_gemma":[0.0003645009,0.0003760765,0.0004697103,0.003824185,0.00008714665,0.0002386809,0.0003975125,0.0006512001,0.000003268296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004042305,"about_ca_system_score_gemma":0.0005995505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000407992,"about_ca_topic_score_gemma":0.00001700878,"domain_scores_codex":[0.9938009,0.002048625,0.002455694,0.0008120313,0.0005034672,0.0003792881],"domain_scores_gemma":[0.9960256,0.0008718381,0.001503368,0.001466988,0.0000422788,0.00008991387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001386369,0.00012062,0.00003766027,0.6892905,0.00007231104,0.00003105311,0.00004719615,0.000001627046,7.345055e-9,0.00007350325,0.04979985,0.2605243],"study_design_scores_gemma":[0.00004316493,0.000006816843,0.00001968781,0.1703731,0.0002006026,0.00006359868,0.00001665334,0.0002163347,5.732135e-8,0.0001204462,0.8286397,0.0002998824],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.553881e-7,0.9823236,0.01221395,0.000428231,0.001157055,0.003594234,0.00009018737,0.00007245788,0.000120025],"genre_scores_gemma":[3.119756e-7,0.996261,0.0006552421,0.0001269096,0.00002422397,0.002596191,0.0001412006,0.00003093751,0.0001639596],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7788398,"threshold_uncertainty_score":0.9998691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0440354350494109,"score_gpt":0.2981863509874702,"score_spread":0.2541509159380593,"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."}}