{"id":"W4400939915","doi":"10.1007/s10055-024-01033-9","title":"Augmented reality navigation in external ventricular drain insertion—a systematic review and meta-analysis","year":2024,"lang":"en","type":"article","venue":"Virtual Reality","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Karolinska Institutet","keywords":"Augmented reality; Medicine; Grading (engineering); Cochrane Library; Computer science; MEDLINE; Meta-analysis; Medical physics; Artificial intelligence; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008744054,0.001550086,0.01204673,0.004401507,0.0005455917,0.002914472,0.001802318,0.001786794,0.004273555],"category_scores_gemma":[0.02698219,0.0009387611,0.01828997,0.006230465,0.0005638787,0.001747402,0.001152692,0.001471301,0.0002473913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001603178,"about_ca_system_score_gemma":0.003047229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004718401,"about_ca_topic_score_gemma":0.01087395,"domain_scores_codex":[0.9929268,0.002942235,0.002242128,0.0007016676,0.0009775546,0.0002096284],"domain_scores_gemma":[0.9750054,0.01913367,0.003646074,0.0004418036,0.001582049,0.0001909925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001419192,0.00004241641,0.004082873,0.8042316,0.1669272,0.0001380672,0.0001372915,0.0003139674,0.0001305316,0.000133029,0.0006696255,0.02177431],"study_design_scores_gemma":[0.000896107,0.0005155798,0.009593213,0.1760718,0.80751,0.0002818688,0.0001683581,0.0002665025,0.0001646955,0.0002330332,0.004248668,0.00005016937],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003331471,0.9957496,0.0002055389,0.0001074434,0.00006468086,0.0001399767,0.0002391756,0.000006990698,0.0001551372],"genre_scores_gemma":[0.1013746,0.8954411,0.001122864,0.0005435204,0.0001943601,0.0006880486,0.0004576523,0.00001243774,0.0001653737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01204673,"threshold_uncertainty_score":0.04624349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07031827899351778,"score_gpt":0.3413378548879309,"score_spread":0.2710195758944132,"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."}}