{"id":"W4399018825","doi":"10.1080/24699322.2024.2355897","title":"A decade of progress: bringing mixed reality image-guided surgery systems in the operating room","year":2024,"lang":"en","type":"review","venue":"Computer Assisted Surgery","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital; Concordia University","funders":"","keywords":"Workflow; Visualization; Computer science; Data science; Virtual reality; Image-guided surgery; Mixed reality; Augmented reality; Human–computer interaction; Medical physics; Data mining; Artificial intelligence; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003724423,0.0008447659,0.001183176,0.003213872,0.0004209805,0.002475167,0.001204997,0.001772566,0.003872901],"category_scores_gemma":[0.005165444,0.0005213494,0.001048096,0.003072214,0.0008384627,0.004425942,0.001445646,0.002619758,0.001715732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009998136,"about_ca_system_score_gemma":0.002625452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002507415,"about_ca_topic_score_gemma":0.002477185,"domain_scores_codex":[0.9985544,0.0003816168,0.000220826,0.0002042899,0.0005484621,0.00009042556],"domain_scores_gemma":[0.995624,0.002307546,0.0003974634,0.0001147082,0.001354093,0.0002022051],"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":[0.00006649902,0.00005051718,0.0003769417,0.02109688,0.0001125861,0.00008489553,0.000227265,0.0002922814,0.0009005443,0.006544181,0.008935239,0.9613121],"study_design_scores_gemma":[0.0000159496,0.0003441264,0.002127502,0.01616797,0.0002667106,0.001465442,0.0005291111,0.0002776591,0.001159361,0.003117659,0.9744745,0.00005406363],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003124706,0.9968323,0.0004299667,0.0008378449,0.0002489134,0.000007262701,0.0000147321,0.00001195393,0.001304592],"genre_scores_gemma":[0.002803536,0.9945839,0.001058333,0.0007467204,0.0002561219,0.00001206033,0.00003777351,0.000008177895,0.0004933939],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003872901,"threshold_uncertainty_score":0.01969689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1358857416622508,"score_gpt":0.365174248561612,"score_spread":0.2292885068993612,"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."}}