{"id":"W4391990693","doi":"10.1055/s-0044-1780358","title":"Dual Surgeon Four-Handed Technique for Open Skull Base Surgery: A Technical and Nontechnical Guide and Systematic Review","year":2024,"lang":"en","type":"article","venue":"Journal of Neurological Surgery Part B Skull Base","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Skull; Base (topology); Computer science; Medicine; Dual (grammatical number); Surgery; Orthodontics; Medical physics; Art; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01295493,0.0005081574,0.00411182,0.0004461025,0.0001427824,0.0001462909,0.0002473366,0.0005541581,0.0002258162],"category_scores_gemma":[0.01515246,0.0003161537,0.001041944,0.0005997027,0.0003325217,0.0003013595,0.0003453134,0.001190967,0.00001061824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007555532,"about_ca_system_score_gemma":0.000566235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006616484,"about_ca_topic_score_gemma":0.000005130456,"domain_scores_codex":[0.9936694,0.001186036,0.003041291,0.0007653016,0.0006091429,0.0007288119],"domain_scores_gemma":[0.9789341,0.01856889,0.0006553615,0.0004689136,0.0003544377,0.001018265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008898482,0.003081047,0.01587724,0.2509117,0.000850796,0.1092799,0.00001912299,0.000001631242,0.01607911,0.001055663,0.5853121,0.00863326],"study_design_scores_gemma":[0.004199202,0.01301515,0.008927431,0.2241592,0.006451121,0.250077,0.0000184021,0.0006983464,0.002451089,0.001679053,0.4862628,0.002061217],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6071703,0.1608635,0.005412932,0.1994408,0.003260681,0.02150872,0.0003077144,0.0008756964,0.001159662],"genre_scores_gemma":[0.9089874,0.05628575,0.003535917,0.02743543,0.001273621,0.001517027,0.00005539691,0.0001953161,0.0007141548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3018171,"threshold_uncertainty_score":0.9999291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08551269324073271,"score_gpt":0.3502697798215268,"score_spread":0.2647570865807941,"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."}}