{"id":"W2804283497","doi":"10.1002/hsr2.48","title":"Development and evaluation of screening dysphagia tools for observational studies and routine care in cancer patients","year":2018,"lang":"en","type":"article","venue":"Health Science Reports","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Occupational Cancer Research Centre; Princess Margaret Cancer Centre; Public Health Ontario; University of Toronto","funders":"Princess Margaret Cancer Foundation; Cancer Care Ontario","keywords":"Dysphagia; Medicine; Swallowing; Observational study; Physical therapy; Odynophagia; Gold standard (test); Common Terminology Criteria for Adverse Events; Adverse effect; Cancer; Head and neck cancer; Intensive care medicine; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005790038,0.00008160156,0.0002014852,0.0001377933,0.0007840862,0.00001201187,0.00004507066,0.00002721846,0.00001105268],"category_scores_gemma":[0.0004931717,0.00006923173,0.000006800904,0.0003015041,0.0001670122,0.0003824267,0.0001418873,0.00006094625,2.278795e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005087559,"about_ca_system_score_gemma":0.002159265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001560526,"about_ca_topic_score_gemma":0.001350113,"domain_scores_codex":[0.9978612,0.0000549065,0.0007236621,0.0003272915,0.0006843634,0.0003485541],"domain_scores_gemma":[0.9976596,0.00009920308,0.0005700371,0.0001086649,0.001475485,0.0000870473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001359028,0.00001798355,0.8888742,0.0005261319,0.000009266327,2.303464e-7,0.01140154,0.000007844697,0.00001175594,0.0003377205,0.0002205105,0.09857917],"study_design_scores_gemma":[0.0006377022,0.0001003897,0.9885411,0.0004624684,0.00001220675,2.185802e-7,0.006639281,0.0005479127,0.00005813586,0.0001520903,0.002783021,0.00006551329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952544,0.001145241,0.0001309764,0.0005416757,0.0005341842,0.002110163,0.000002728669,0.00001030614,0.0002703298],"genre_scores_gemma":[0.9833274,0.00009139429,0.01552156,0.000438411,0.0000406483,0.0005069693,0.00001544229,0.000004929165,0.0000532811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0996668,"threshold_uncertainty_score":0.6030637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4089462970903839,"score_gpt":0.5665319978581521,"score_spread":0.1575857007677682,"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."}}