{"id":"W4412935476","doi":"10.1097/scs.0000000000011734","title":"Robotic Skull Contouring for Facial Reconstruction—A Cadaveric Study","year":2025,"lang":"en","type":"article","venue":"Journal of Craniofacial Surgery","topic":"Facial Trauma and Fracture Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Carving; Medicine; Cadaveric spasm; Contouring; Facial reconstruction; Surgery; Computer science; Computer graphics (images)","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":[0.001666418,0.0008365035,0.0003312847,0.00133951,0.0004818802,0.0005256921,0.00105692,0.0007517687,0.007448077],"category_scores_gemma":[0.001054891,0.0005642968,0.0009960196,0.0006118821,0.001172764,0.0004538398,0.0003749564,0.001004337,0.001222931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005307652,"about_ca_system_score_gemma":0.0007923462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001564214,"about_ca_topic_score_gemma":0.002596396,"domain_scores_codex":[0.9991792,0.00009401298,0.00007143235,0.0001321021,0.0004246132,0.00009861735],"domain_scores_gemma":[0.9986246,0.000312831,0.0001560119,0.0006652205,0.0001717896,0.00006956737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004623394,0.01730458,0.02486306,0.001560982,0.0007558235,0.011442,0.001617007,0.06629298,0.6068882,0.003557529,0.003407517,0.257687],"study_design_scores_gemma":[0.001313043,0.1007343,0.1256181,0.0009842534,0.001390114,0.1475428,0.002693863,0.07041719,0.4853197,0.002472077,0.06103963,0.0004748548],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775186,0.001294342,0.01582786,0.00005793975,0.00009398031,0.0003072868,0.0005643741,0.00009563724,0.004240165],"genre_scores_gemma":[0.9659804,0.002250559,0.02554407,0.00009781277,0.00002347356,0.0001989186,0.001268902,0.00005573087,0.004580099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007448077,"threshold_uncertainty_score":0.02491629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02767889355953184,"score_gpt":0.302402887099516,"score_spread":0.2747239935399842,"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."}}