{"id":"W4386078909","doi":"10.1016/j.jmir.2023.06.010","title":"REMOTE ASSESSMENT OF COGNITION AND QoL FOLLOWING RADIOTHERAPY FOR NASOPHARYNGEAL CARCINOMA (NPC): DEEP-LEARNING-BASED PREDICTIVE MODELS AND MRI CORRELATES","year":2023,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Nasopharyngeal carcinoma; Montreal Cognitive Assessment; Cognition; Medicine; Receiver operating characteristic; Radiation therapy; Internal medicine; Cognitive impairment; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008008158,0.0005412297,0.0004471792,0.0004451929,0.0001691164,0.0008765892,0.0004480446,0.0004381936,0.0007948668],"category_scores_gemma":[0.004451352,0.0001257251,0.0005729202,0.0004927262,0.0002643076,0.0005834608,0.0005496911,0.0009739278,0.0002103174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005519011,"about_ca_system_score_gemma":0.0004228012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008316495,"about_ca_topic_score_gemma":0.01287877,"domain_scores_codex":[0.9997961,0.00006906731,0.00001600007,0.00004529083,0.00003759618,0.00003600288],"domain_scores_gemma":[0.9990677,0.0003332052,0.000304151,0.00007930122,0.0001233644,0.00009224175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001072803,0.0005891935,0.9152078,0.00008766449,0.0003858941,0.0001426152,0.00018275,0.01459716,0.0009438395,0.0002923031,0.0009031776,0.0655948],"study_design_scores_gemma":[0.00002536555,0.0006896811,0.8997605,0.00005361945,0.0002782737,0.0002180725,0.0002565582,0.09536827,0.001075901,0.001729431,0.0005051055,0.00003918534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955047,0.000657643,0.00202397,0.0002214681,0.00002387516,0.00001825734,0.0006313185,0.00003664758,0.0008821658],"genre_scores_gemma":[0.9988172,0.0001788586,0.0004448296,0.000018536,0.00001010151,0.000007892448,0.0003260243,0.000003876225,0.00019263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008316495,"threshold_uncertainty_score":0.01653618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02204089257374425,"score_gpt":0.3525726981038262,"score_spread":0.3305318055300819,"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."}}