{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.217287,0.001089526,0.002070019,0.004858282,0.0007011603,0.00266794,0.001955525,0.00134964,0.001402648],"category_scores_gemma":[0.3032438,0.0008828469,0.002544394,0.003538766,0.0007474486,0.002920017,0.003292352,0.001231574,0.0003243004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001582149,"about_ca_system_score_gemma":0.005225247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001295064,"about_ca_topic_score_gemma":0.002259928,"domain_scores_codex":[0.813643,0.1465916,0.02292104,0.003278207,0.01189229,0.001673739],"domain_scores_gemma":[0.615635,0.269663,0.05611212,0.01375716,0.04009406,0.004738758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004117333,0.002063475,0.7759586,0.002952155,0.001787102,0.000117855,0.001742961,0.001603371,0.0009821919,0.0006915254,0.003800467,0.204183],"study_design_scores_gemma":[0.003757112,0.01015154,0.9512704,0.001882939,0.001327247,0.0005194643,0.001666069,0.01905179,0.002193408,0.001238493,0.00677665,0.0001648108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8666714,0.007009822,0.0642812,0.00291531,0.0004688166,0.04499585,0.007039285,0.001184257,0.005433998],"genre_scores_gemma":[0.7575294,0.001255022,0.191165,0.0009079725,0.000197848,0.04444456,0.004194606,0.00005443555,0.0002511138],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.217287,"threshold_uncertainty_score":0.9652244,"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."}}