{"id":"W4413066678","doi":"10.30574/wjarr.2025.27.1.2672","title":"Robotic surgery in craniofacial reconstruction: A systematic review of techniques, outcomes, and limitations","year":2025,"lang":"en","type":"review","venue":"World Journal of Advanced Research and Reviews","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Craniofacial; Medicine; Artificial intelligence; Robotics; MEDLINE; Cochrane Library; Medical physics; Craniofacial surgery; Robot; Computer science; Surgery; Randomized controlled trial","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008163102,0.0002841272,0.009147137,0.001771728,0.00006246876,0.00001188278,0.0001415662,0.0001648327,0.00002851408],"category_scores_gemma":[0.01332527,0.0001596088,0.0007526698,0.001837244,0.0002697438,0.0001038838,0.00007244938,0.001456424,0.000002707971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001696862,"about_ca_system_score_gemma":0.001148862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000156772,"about_ca_topic_score_gemma":0.00001631223,"domain_scores_codex":[0.9933046,0.001954117,0.003743605,0.0002525016,0.0004279515,0.0003172682],"domain_scores_gemma":[0.9911593,0.006324231,0.001386499,0.0003082337,0.0005463049,0.0002753934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000103202,0.00005411542,0.0000214781,0.5310365,0.00005086085,0.00007657171,0.000003057635,5.422214e-9,2.452968e-7,0.00004647768,0.0003503231,0.46835],"study_design_scores_gemma":[0.0001427602,0.0001307927,0.00001582635,0.5780317,0.0004993693,0.001057212,0.000005409212,4.803491e-8,1.223026e-7,0.00005245255,0.4199991,0.0000651589],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001288116,0.9945637,0.00001190403,0.0008412119,0.0001713794,0.003449771,0.000003583,0.00000465684,0.0009525116],"genre_scores_gemma":[9.929971e-7,0.9958075,0.002300512,0.0001384672,0.00007483169,0.0001710851,0.000005398314,0.00001586222,0.001485327],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4682848,"threshold_uncertainty_score":0.9949859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1697187078128621,"score_gpt":0.4671177577521125,"score_spread":0.2973990499392504,"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."}}