{"id":"W3196226804","doi":"10.1016/j.wneu.2021.08.080","title":"Additive Manufacturing for Personalized Skull Base Reconstruction in Endoscopic Transclival Surgery: A Proof-of-Concept Study","year":2021,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Soft Robotics and Applications","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surgical Specialties (Canada)","funders":"Fondazione Ente Universitario Lombardia Orientale","keywords":"Medicine; Neuronavigation; Scaffold; Cerebrospinal fluid leak; Leak; Biomedical engineering; Skull; Cerebrospinal fluid; Surgery; Pathology; Resection","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":[0.0005322975,0.0005629935,0.00038345,0.000382017,0.0001963591,0.0007935423,0.00087111,0.0009349533,0.001957512],"category_scores_gemma":[0.0006527369,0.0002745392,0.0006766984,0.0002783896,0.0003668226,0.0006749855,0.0005463767,0.0006815724,0.0004891528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002169524,"about_ca_system_score_gemma":0.0003080713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001644157,"about_ca_topic_score_gemma":0.0003099482,"domain_scores_codex":[0.9993431,0.00004100747,0.00001579915,0.00005992584,0.0004805717,0.00005959239],"domain_scores_gemma":[0.9995122,0.0001364278,0.0001036842,0.0001019542,0.000105383,0.0000404733],"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":[0.000185877,0.0003363458,0.000459989,0.0008343778,0.00006671384,0.0006569179,0.0001411361,0.009751902,0.9304506,0.002839129,0.001190221,0.05308675],"study_design_scores_gemma":[0.00004292336,0.002239634,0.003143864,0.00006998441,0.0001070714,0.001770284,0.0000997528,0.02650297,0.946103,0.0006897484,0.01914268,0.00008803573],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7158849,0.00974588,0.2484864,0.0004037718,0.001002032,0.0004763564,0.0004819992,0.001214686,0.02230392],"genre_scores_gemma":[0.8924682,0.00231846,0.1012216,0.0001222007,0.00006053369,0.0001208078,0.0001428,0.000068925,0.003476454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001957512,"threshold_uncertainty_score":0.006548524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0283742476907891,"score_gpt":0.2410694158949244,"score_spread":0.2126951682041353,"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."}}