{"id":"W4368376645","doi":"10.14740/wjon1541","title":"Quality of Life Impacts Following Surgery for Advanced Head and Neck Cancer","year":2023,"lang":"en","type":"article","venue":"World Journal of Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Quality of life (healthcare); Comorbidity; Head and neck cancer; Perioperative; Depression (economics); Cancer; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001124939,0.00008553268,0.0007959362,0.0002885263,0.00003379862,0.000003984605,0.00004634006,0.00005808926,0.00004152617],"category_scores_gemma":[0.0006451538,0.00007047633,0.0003043083,0.0003638818,0.00004116933,0.00007213772,0.00002029676,0.0001648288,7.256578e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001437858,"about_ca_system_score_gemma":0.000870597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002577117,"about_ca_topic_score_gemma":0.006999898,"domain_scores_codex":[0.998818,0.00007851105,0.0006058038,0.00009582269,0.0001850274,0.000216841],"domain_scores_gemma":[0.9980214,0.001032744,0.0004478773,0.00009198285,0.0001940889,0.0002118875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005825891,0.0001438157,0.796506,0.0006609962,0.0005043208,0.0001347338,0.001463144,0.0000447346,0.01014787,0.0001144152,0.02406382,0.1603903],"study_design_scores_gemma":[0.007114404,0.001292582,0.8210979,0.0007108311,0.00020409,0.00005316705,0.001179058,0.00001764335,0.001026029,0.0003544972,0.1667847,0.000165138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868446,0.004442837,0.00003881047,0.0062404,0.00183,0.0001296652,0.00001206731,0.00001030385,0.0004512959],"genre_scores_gemma":[0.9971436,0.0008867964,0.0001958831,0.0009331587,0.0003910583,0.000009682345,0.000003028084,0.00001429861,0.0004224481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1602251,"threshold_uncertainty_score":0.3906108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07888182031639944,"score_gpt":0.4233877429351066,"score_spread":0.3445059226187072,"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."}}