{"id":"W2011614668","doi":"10.1002/hed.21102","title":"Quality of life analysis in patients with anterior skull base neoplasms","year":2009,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Ontario Institute for Cancer Research; Southlake Regional Health Center; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Quality of life (healthcare); Radiation therapy; Head and neck cancer; Depression (economics); Rating scale; Skull; Surgery; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002542637,0.0001189887,0.0008677439,0.0002089888,0.00001704846,0.000003215769,0.00005253333,0.0000969995,0.0003165797],"category_scores_gemma":[0.000176719,0.00008468372,0.0001377088,0.0007485071,0.00004670088,0.00004594746,0.00001191667,0.0001512386,0.0000209692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004562297,"about_ca_system_score_gemma":0.0001099791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002237189,"about_ca_topic_score_gemma":0.0003805619,"domain_scores_codex":[0.9986184,0.0001095608,0.0005267629,0.0002355035,0.0002630876,0.0002467192],"domain_scores_gemma":[0.9991683,0.0001024826,0.000116538,0.0002844553,0.00009577155,0.0002325001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00229674,0.001188431,0.9913874,0.00003895913,0.00008075533,0.00003424605,0.0001090414,0.00000957561,0.0002577032,0.00003003599,0.0001039376,0.004463202],"study_design_scores_gemma":[0.005413337,0.001971954,0.9913244,0.00007677705,0.0001002236,0.000001075235,0.00001527838,0.0001027929,0.00009690947,0.00001018804,0.0007954078,0.00009166866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965798,0.00005929559,0.00002629726,0.001063558,0.00002619734,0.0002075656,0.00001208043,0.00002130076,0.002003967],"genre_scores_gemma":[0.9973976,0.0000101488,0.000516181,0.001881257,0.00002889208,0.000003198062,0.00002899901,0.000006601801,0.000127116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004371533,"threshold_uncertainty_score":0.3466325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127712135055909,"score_gpt":0.3173112832175438,"score_spread":0.2960341618669847,"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."}}