{"id":"W3205259519","doi":"10.1186/s12885-021-08826-0","title":"The PRO-ACTIVE trial protocol: a randomized study comparing the effectiveness of PROphylACTic swallow InterVEntion for patients receiving radiotherapy for head and neck cancer","year":2021,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Western University; Princess Margaret Cancer Centre; Toronto Rehabilitation Institute; University Health Network; University of Toronto; McGill University","funders":"Army Research Office; Arts and Humanities Research Council; University of Toronto; Patient-Centered Outcomes Research Institute","keywords":"Medicine; Dysphagia; Swallowing; Randomized controlled trial; Radiation therapy; Head and neck cancer; Quality of life (healthcare); Physical therapy; Psychological intervention; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.02082258,0.006720178,0.008430127,0.001391728,0.002022376,0.003769149,0.003521822,0.00766807,0.04947126],"category_scores_gemma":[0.02544818,0.002171582,0.004651124,0.001398343,0.003551714,0.004256082,0.002176366,0.008931916,0.009739815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003051891,"about_ca_system_score_gemma":0.009110012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0016441,"about_ca_topic_score_gemma":0.002998263,"domain_scores_codex":[0.9863575,0.009179003,0.001210683,0.001194948,0.001032837,0.001025075],"domain_scores_gemma":[0.9894983,0.00285617,0.002845548,0.001286884,0.001495635,0.002017536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9796988,0.00518779,0.0002493504,0.00372741,0.001140483,0.00004203544,0.00008145536,0.000366561,0.0004687459,0.0005972739,0.003265126,0.005174938],"study_design_scores_gemma":[0.9827005,0.01206861,0.0003375642,0.0003603683,0.0003875817,0.00001332853,0.00002586587,0.0003855126,0.0001462553,0.0004675126,0.003085764,0.00002115645],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0215048,0.001198475,0.002370343,0.001183493,0.001753617,0.9651334,0.003673776,0.0002991291,0.002882873],"genre_scores_gemma":[0.01909304,0.0004625524,0.003775698,0.0009359966,0.0003373688,0.9723508,0.0008020195,0.00002844035,0.002214078],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04947126,"threshold_uncertainty_score":0.1654978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07773941569225573,"score_gpt":0.4828261792693935,"score_spread":0.4050867635771377,"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."}}