{"id":"W4398169230","doi":"10.1002/hed.27746","title":"Skull base surgery for malignant tumors: The 2nd international collaborative study (1995–2015)","year":2024,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"National Cancer Institute; National Institutes of Health","keywords":"Skull; Base (topology); Medicine; General surgery; 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":[0.0009722597,0.0001695701,0.0004437286,0.0001250462,0.0001132149,0.00005546624,0.0001077115,0.00007773939,0.0006447193],"category_scores_gemma":[0.0004980865,0.0001002249,0.0001683237,0.0003723406,0.00008520632,0.00008201219,0.00005060593,0.000259333,0.0002069238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001207277,"about_ca_system_score_gemma":0.0005258684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006291897,"about_ca_topic_score_gemma":0.0001304166,"domain_scores_codex":[0.99843,0.0001619078,0.0004156628,0.0003720924,0.0003045339,0.0003158085],"domain_scores_gemma":[0.9975412,0.00178926,0.0000483771,0.0002448527,0.0002162907,0.0001600199],"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":[0.003702707,0.004376218,0.07629663,0.000587735,0.00116697,0.007405831,0.00798127,0.00001210455,0.003105992,0.008029473,0.8563025,0.03103255],"study_design_scores_gemma":[0.001744336,0.001420407,0.03278143,0.0004746679,0.0001314574,0.0002041889,0.001837421,0.001343045,0.0005061469,0.0003448287,0.9590189,0.0001931289],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9566963,0.00105778,0.00007329676,0.03461907,0.001742323,0.001456597,0.0001122171,0.000127534,0.004114902],"genre_scores_gemma":[0.9920722,0.0000543974,0.0001397286,0.001793178,0.001006651,0.0003102739,0.00005929128,0.00003284353,0.004531452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1027164,"threshold_uncertainty_score":0.7059225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04601839957766538,"score_gpt":0.3735895117509683,"score_spread":0.3275711121733029,"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."}}