{"id":"W4327931639","doi":"10.1055/s-0043-1762016","title":"Development and Validation of a Novel Human Fixed Cadaveric Model Reproducing Cerebrospinal Fluid Circulation for Training in Endoscopic Skull Base Surgery","year":2023,"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":"Hôpital de l'Enfant-Jésus; Université Laval","funders":"","keywords":"Cadaveric spasm; Cerebrospinal fluid; Skull; Base (topology); Computer science; Surgery; Biomedical engineering; Medicine; Mathematics; Pathology","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":[0.003959956,0.0008814625,0.0005015791,0.001043785,0.0005862984,0.001115324,0.001705791,0.00158079,0.004798498],"category_scores_gemma":[0.002080172,0.0005507615,0.0008451701,0.0005186042,0.001185956,0.0008003954,0.0008236596,0.001005985,0.001431057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005266226,"about_ca_system_score_gemma":0.002405206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002126606,"about_ca_topic_score_gemma":0.00276437,"domain_scores_codex":[0.9992172,0.0001532925,0.0000864305,0.0001462694,0.0003273458,0.00006946184],"domain_scores_gemma":[0.9981409,0.0002425641,0.0001946232,0.0005861556,0.0006869027,0.0001487796],"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":[0.0009292385,0.001126082,0.008012757,0.001503918,0.0001705807,0.00186202,0.0007317079,0.0244648,0.8630401,0.003698659,0.002932986,0.09152721],"study_design_scores_gemma":[0.0004655177,0.01988479,0.04802682,0.002268292,0.001504234,0.02001333,0.001417651,0.0650895,0.6998204,0.002263292,0.1388849,0.0003613185],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5043979,0.007392261,0.4701563,0.0008144785,0.001318526,0.002529895,0.003576604,0.0007751231,0.00903891],"genre_scores_gemma":[0.6995054,0.00746128,0.2787138,0.0003863534,0.0000990671,0.002239808,0.005304248,0.0001795587,0.006110456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004798498,"threshold_uncertainty_score":0.02094251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2045480185600667,"score_gpt":0.3387957804572839,"score_spread":0.1342477618972172,"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."}}