{"id":"W2287946501","doi":"10.1002/hed.24411","title":"Prevalence and nature of survivorship needs in patients with head and neck cancer","year":2016,"lang":"en","type":"article","venue":"Head & Neck","topic":"Cancer survivorship and care","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Survivorship curve; Medicine; Head and neck cancer; Head and neck; Cancer survivorship; Quality of life (healthcare); Cancer; Gerontology; Physical therapy; Surgery; Internal medicine; Nursing","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":[0.0000939269,0.0001465027,0.0002850741,0.0001088224,0.00002146106,0.000006899641,0.00005019713,0.0001376186,0.0001019715],"category_scores_gemma":[0.00003412274,0.00009082234,0.00002241036,0.0002366393,0.0001105898,0.0001010228,0.00003432013,0.0001835752,0.000001872913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004986259,"about_ca_system_score_gemma":0.00007328534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002399415,"about_ca_topic_score_gemma":0.0143972,"domain_scores_codex":[0.9990752,0.00003497404,0.0001737745,0.000239267,0.000249983,0.0002267618],"domain_scores_gemma":[0.9994096,0.00006132588,0.00005818377,0.0002268919,0.0001133385,0.0001306968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008509308,0.0000675003,0.9887984,0.0005043847,0.00001825285,0.000005072344,0.0007713255,8.938412e-8,0.0001137447,0.00007479672,0.0001382184,0.008657219],"study_design_scores_gemma":[0.003318294,0.0005668217,0.992057,0.001901217,0.00003664266,0.000004507648,0.00006324873,0.000001675973,0.0004000383,0.00003072438,0.001493864,0.000125916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945016,0.00359206,0.000002018452,0.0007886129,0.0001472337,0.00031252,0.00004912223,0.00001749031,0.0005893713],"genre_scores_gemma":[0.998063,0.0004211264,0.00002729594,0.0003413857,0.00005734273,0.00002333982,0.000003671021,0.00001982571,0.001043033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01199778,"threshold_uncertainty_score":0.8033975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019603799435545,"score_gpt":0.2633317578045068,"score_spread":0.2531357198101514,"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."}}