{"id":"W3022915124","doi":"10.1002/acm2.12862","title":"Dosimetric impact of tracheostomy devices in head and neck cancer patients","year":2020,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; McMaster University; University of Toronto; Juravinski Cancer Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Dosimeter; Head and neck cancer; Nuclear medicine; Radiation therapy; Bolus (digestion); Radiation treatment planning; Dosimetry; Head and neck; Radiology; Surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000368828,0.0001347566,0.0008330143,0.0000545897,0.00001273473,0.000004669892,0.0001313502,0.0001690345,0.00009039717],"category_scores_gemma":[0.0005913525,0.00008823878,0.0002743062,0.000490763,0.0001767529,0.00006221169,0.00003719592,0.0009290608,0.00000303312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003221606,"about_ca_system_score_gemma":0.0003617429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003443748,"about_ca_topic_score_gemma":0.000004894538,"domain_scores_codex":[0.9977725,0.00003461962,0.001159761,0.000159609,0.0006889215,0.0001846409],"domain_scores_gemma":[0.9981625,0.0004381501,0.000494072,0.0000686906,0.0001121209,0.0007244406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001573383,0.001756715,0.7302325,0.0001508059,0.0001514108,0.00001476391,0.0002341471,0.00001863686,0.00003842834,0.00005676444,0.00040089,0.2653715],"study_design_scores_gemma":[0.008789115,0.002864485,0.9866662,0.0002336375,0.0001300917,0.000001921846,0.0000375305,0.0003199335,0.00007322888,0.0005090245,0.0002834303,0.00009138354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966636,0.0004369639,0.00005272743,0.002155682,0.00007411711,0.000149908,0.000005821394,0.000005452623,0.0004556969],"genre_scores_gemma":[0.9968765,0.0005479382,0.000186121,0.001815743,0.0005548253,0.000001772958,0.000002585981,0.00001343935,0.000001027608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2652801,"threshold_uncertainty_score":0.4036358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04468859587516364,"score_gpt":0.3918694631917149,"score_spread":0.3471808673165512,"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."}}