{"id":"W4394015329","doi":"10.1016/j.clon.2024.03.027","title":"RE: Pharyngeal Constrictor Muscle Sparing in Head and Neck Radiotherapy","year":2024,"lang":"en","type":"letter","venue":"Clinical Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotchkiss Brain Institute; Baker Hughes (Canada); University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; Killam Trusts","keywords":"Medicine; Dysphagia; Radiation therapy; Swallowing; Pharyngeal muscles; Pharynx; Head and neck; Surgery; Radiology","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":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0005828977,0.0002822567,0.002089421,0.0001670603,0.00003454955,0.00001333145,0.0001035763,0.001558207,0.000213336],"category_scores_gemma":[0.0003776839,0.0002286486,0.0002266016,0.000179927,0.0004914987,0.00002475805,0.0001148171,0.003852146,0.00007693599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002931055,"about_ca_system_score_gemma":0.0007488177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009673624,"about_ca_topic_score_gemma":0.0002629369,"domain_scores_codex":[0.9974067,0.0002218164,0.00102172,0.0007220957,0.0001660555,0.0004616396],"domain_scores_gemma":[0.9974226,0.001958168,0.0001438928,0.000283355,0.00004036746,0.0001516007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001837069,0.0001391777,0.02445199,0.0002741429,0.000193947,0.004996754,0.000101202,4.850502e-8,0.000005507628,0.000008173235,0.8835206,0.08612474],"study_design_scores_gemma":[0.004306303,0.003243285,0.02960113,0.0005547546,0.0001679416,0.00006242281,0.00001923827,0.00003887387,0.000001056712,0.00004565595,0.9617652,0.0001940853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07210478,0.01715794,0.000002576985,0.8842348,0.003774697,0.000515822,0.0000146102,0.00008654693,0.02210818],"genre_scores_gemma":[0.007495522,0.01803228,0.0008720673,0.9542523,0.01455087,0.00007317225,0.00004392027,0.00007445292,0.004605431],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08593065,"threshold_uncertainty_score":0.999738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1335517486482283,"score_gpt":0.4555439887293491,"score_spread":0.3219922400811208,"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."}}