{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001385113,0.0002129296,0.0002971828,0.0007041513,0.0003498328,0.0006797338,0.0002539256,0.0003381283,0.001922567],"category_scores_gemma":[0.005490454,0.00008211712,0.0006398403,0.0007206619,0.0004231318,0.0003841904,0.0008654452,0.0005481056,0.0001599807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006429352,"about_ca_system_score_gemma":0.0004947518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003225474,"about_ca_topic_score_gemma":0.007279905,"domain_scores_codex":[0.9990529,0.0003224237,0.0001021312,0.00006108543,0.0002929945,0.0001683976],"domain_scores_gemma":[0.9957886,0.0008596624,0.002117769,0.00007134261,0.0004823851,0.0006802098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001628622,0.0001380287,0.986972,0.000152856,0.0002131296,0.0001101727,0.0004026603,0.0002501084,0.0002821684,0.00002724273,0.0003506719,0.01093817],"study_design_scores_gemma":[0.000003119051,0.0002165035,0.998832,0.00002587504,0.00003075273,0.0001282138,0.0003587847,0.00006828214,0.00004090118,0.00003052243,0.0002587743,0.000006284645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99752,0.00105051,0.00004664949,0.000154341,0.00001286943,0.00001925518,0.0003682835,0.000002220428,0.0008258984],"genre_scores_gemma":[0.9988819,0.0004881661,0.0001052322,0.00005427879,0.00001278973,0.00001415638,0.0003294068,8.248207e-7,0.0001133763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003225474,"threshold_uncertainty_score":0.007325232,"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."}}