{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003050926,0.0001536356,0.000547256,0.00003014269,0.0006689973,0.00003873725,0.0001281497,0.00004705716,0.00002433848],"category_scores_gemma":[0.0005475754,0.00008486235,0.0001759796,0.0001245174,0.00005982716,0.0001097731,0.00008444475,0.0001523578,1.801885e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00033739,"about_ca_system_score_gemma":0.0003532642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006984231,"about_ca_topic_score_gemma":0.00510916,"domain_scores_codex":[0.9963449,0.002344022,0.0005428997,0.0002883772,0.0002024659,0.0002773171],"domain_scores_gemma":[0.9951385,0.003678086,0.0005393018,0.0002132988,0.0004008813,0.00002997253],"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":[0.8846955,0.0009250023,0.09081934,0.003392883,0.0008023031,1.017854e-7,0.002553237,0.0000545462,0.00005502947,0.0004144993,0.000191808,0.0160958],"study_design_scores_gemma":[0.8698494,0.001302559,0.1182659,0.001076259,0.000321744,2.974502e-8,0.001877077,0.002328419,0.0001114691,0.0004256425,0.004292666,0.0001488138],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.5894205,0.0001829212,0.006038785,0.0001430197,0.001297065,0.4027359,0.00001303146,0.00002111202,0.0001476978],"genre_scores_gemma":[0.4516802,0.00001938343,0.000235914,0.00002235309,0.0001384282,0.5473565,0.000004152271,0.00001967576,0.0005234064],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1446206,"threshold_uncertainty_score":0.5145454,"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."}}