{"id":"W4389398814","doi":"10.3390/curroncol30120753","title":"Head and Neck Cancer: A Study on the Complex Relationship between QoL and Swallowing Function","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Swallowing; Medicine; Dysphagia; Quality of life (healthcare); Physical therapy; Head and neck cancer; Physical medicine and rehabilitation; 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":[0.002600635,0.0001630071,0.0003966644,0.0006471419,0.0004332778,0.0006254683,0.0001587052,0.0002965525,0.001549239],"category_scores_gemma":[0.003111985,0.00008351953,0.0006859396,0.001482618,0.0003159269,0.0006316042,0.0006315843,0.0003995843,0.0002468435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003780819,"about_ca_system_score_gemma":0.0009563513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002997521,"about_ca_topic_score_gemma":0.004740307,"domain_scores_codex":[0.9991121,0.000388957,0.0000854553,0.0001040177,0.0002193846,0.00009019925],"domain_scores_gemma":[0.9986522,0.0006446826,0.0002198127,0.00008305782,0.0002207112,0.0001796842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006522964,0.0001953843,0.9714788,0.0002715979,0.0003681978,0.0002480629,0.0008422675,0.00005169216,0.0008152839,0.0001176883,0.0003962187,0.02456246],"study_design_scores_gemma":[0.00001024489,0.0004237091,0.9972653,0.00003827254,0.0001018404,0.000279042,0.0005409197,0.00004762486,0.00003803719,0.0000278652,0.001222778,0.000004206502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917791,0.005931311,0.0001231607,0.0002294375,0.00002927642,0.00002913857,0.0002690849,0.000001572273,0.001607762],"genre_scores_gemma":[0.9975454,0.001626468,0.00009488253,0.000159116,0.00003605242,0.00002558897,0.000258921,0.000001862713,0.0002517029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002997521,"threshold_uncertainty_score":0.01375365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5342905473607352,"score_gpt":0.5807598931071266,"score_spread":0.04646934574639139,"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."}}