{"id":"W2080425518","doi":"10.1177/0194599814556239","title":"Efficacy of Thickened Liquids for Eliminating Aspiration in Head and Neck Cancer","year":2014,"lang":"en","type":"review","venue":"Otolaryngology","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"National Institute on Deafness and Other Communication Disorders; Toronto Rehabilitation Institute","keywords":"Medicine; Head and neck cancer; Swallowing; Dysphagia; Population; Radiology; Head and neck; Surgery; Radiation therapy","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":[0.00101193,0.0002504147,0.001516205,0.0002749934,0.0001425338,0.000004384573,0.0001779797,0.0005607218,0.00008718194],"category_scores_gemma":[0.0002774067,0.0002128956,0.0001263117,0.0001718958,0.00004753354,0.00005872922,0.0001752501,0.00049092,0.00001326886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001265925,"about_ca_system_score_gemma":0.0003343222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002307453,"about_ca_topic_score_gemma":0.0008120785,"domain_scores_codex":[0.997456,0.0006718012,0.0009980018,0.0003764451,0.00009496415,0.00040278],"domain_scores_gemma":[0.9976057,0.001262636,0.0007447567,0.0002589954,0.00007798754,0.00004989633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006652569,0.000095658,0.002318916,0.0821749,0.0001664676,0.000002576814,0.0004428808,0.000001444281,0.000002176574,0.01682102,0.001368459,0.896539],"study_design_scores_gemma":[0.001467248,0.0003372985,0.002889408,0.01042275,0.0003650098,5.821034e-7,0.00002789365,0.00009451873,2.851163e-7,0.00009945085,0.9841093,0.0001861924],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002771472,0.9869395,0.0005924453,0.0002535746,0.0007795609,0.005374398,0.00002269604,0.00003732378,0.003229028],"genre_scores_gemma":[0.0003795366,0.993539,0.001081144,0.0004268655,0.0002449777,0.003009339,0.0001664043,0.00005363041,0.001099089],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9827409,"threshold_uncertainty_score":0.8681629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09923315278764464,"score_gpt":0.4901315064675899,"score_spread":0.3908983536799452,"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."}}