{"id":"W4407249271","doi":"10.1055/s-0045-1803991","title":"Combined Transcranial, Endonasal, Endorbital Craniofacial Resection of Invasive Sinonasal Undifferentiated Carcinoma","year":2025,"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":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Resection; Craniofacial; Medicine; Radiology; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0008224614,0.0002828456,0.0015066,0.0004919925,0.0001019496,0.00001643948,0.0001547323,0.0003632033,0.0006730726],"category_scores_gemma":[0.001950507,0.0002040055,0.0008953466,0.000612247,0.0002901679,0.0001265708,0.00004863424,0.0008800671,0.000009087323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005227264,"about_ca_system_score_gemma":0.0006044821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001588093,"about_ca_topic_score_gemma":0.000008818035,"domain_scores_codex":[0.9964221,0.0007234555,0.00154634,0.0003199998,0.0005264139,0.0004617324],"domain_scores_gemma":[0.9951176,0.003318086,0.0005206988,0.0002159878,0.0004485205,0.000379075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04171922,0.005036837,0.7520143,0.0003380421,0.0004219582,0.01442778,0.00006061613,0.0000243833,0.1619521,0.0003436963,0.02118277,0.002478215],"study_design_scores_gemma":[0.009713707,0.0156285,0.9323833,0.0002759312,0.0005823302,0.001549452,0.00002751031,0.0001243935,0.02442019,0.0005218187,0.01448132,0.0002915422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926117,0.0001808501,0.00006394384,0.004337203,0.001878404,0.0002822244,0.00002598043,0.00003324652,0.0005864415],"genre_scores_gemma":[0.9972821,0.0002954644,0.0000370557,0.001871688,0.000352722,0.000007086775,0.00001952742,0.00001738404,0.0001169736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.180369,"threshold_uncertainty_score":0.8319103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03648414322981374,"score_gpt":0.2803317367863356,"score_spread":0.2438475935565219,"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."}}