{"id":"W4327931504","doi":"10.1055/s-0043-1762109","title":"Unwellness: Skull Base Surgery's Greatest Challenge and Opportunity","year":2023,"lang":"en","type":"article","venue":"Journal of Neurological Surgery Part B Skull Base","topic":"Facial Trauma and Fracture Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Skull; Balance (ability); Base (topology); Burnout; Work (physics); Medicine; Computer science; Surgery; Engineering; Physical medicine and rehabilitation; Mechanical engineering; Mathematics; Clinical psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002587929,0.0003485873,0.001154945,0.0005636555,0.0001645524,0.00005493429,0.0001258895,0.000212476,0.0009883147],"category_scores_gemma":[0.002604529,0.0002434506,0.0005586407,0.0005790404,0.0001964515,0.0002009964,0.0001227346,0.0007568127,0.000100141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002406889,"about_ca_system_score_gemma":0.000132441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001170656,"about_ca_topic_score_gemma":0.000004270104,"domain_scores_codex":[0.9968589,0.0003993356,0.001068446,0.0004070923,0.0006606252,0.0006055983],"domain_scores_gemma":[0.9952618,0.002690545,0.0004927297,0.0003443767,0.0001868346,0.001023639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003531631,0.002146914,0.5036151,0.0005161919,0.0003515987,0.1124218,0.0001181235,0.00007779227,0.0004045152,0.0001673138,0.245254,0.1313951],"study_design_scores_gemma":[0.001073378,0.001530266,0.4903087,0.0002044007,0.000338121,0.00167766,0.00008472658,0.0003640121,0.0002532463,0.0004764194,0.5032262,0.0004628582],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652213,0.0003777572,0.00002161822,0.03189982,0.001182631,0.0002192043,0.00001936683,0.0001223485,0.0009359087],"genre_scores_gemma":[0.9896151,0.003283588,0.00002800097,0.00584425,0.000753967,0.00001038134,0.00003209445,0.00003567847,0.0003968984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2579723,"threshold_uncertainty_score":0.9999249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1274479366559184,"score_gpt":0.2860892798327163,"score_spread":0.1586413431767979,"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."}}