{"id":"W7034705813","doi":"","title":"Use of radiomic data to improve imputation of HPV (p16) status in oropharyngeal cancer","year":2019,"lang":"en","type":"dissertation","venue":"UPCommons institutional repository (Universitat Politècnica de Catalunya)","topic":"Musicology and Musical Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Imputation (statistics); Radiomics; Clinical Practice; Cancer; Head and neck cancer; Missing data","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":[0.00621208,0.0008977455,0.001027958,0.001472138,0.0002668134,0.001476194,0.001592589,0.001048887,0.001263801],"category_scores_gemma":[0.01552884,0.0004446946,0.001204501,0.001233752,0.0002382923,0.0008208647,0.0009659491,0.001377934,0.0009262687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007566571,"about_ca_system_score_gemma":0.0009365634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01413788,"about_ca_topic_score_gemma":0.01292321,"domain_scores_codex":[0.9983424,0.001066623,0.00008357004,0.0002928803,0.0001298284,0.00008464744],"domain_scores_gemma":[0.9924806,0.004954271,0.0004346816,0.001069468,0.0008957387,0.0001652608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009094065,0.0006782927,0.1619008,0.000239547,0.0009368021,0.0002507381,0.0002299809,0.5139623,0.001367278,0.001545937,0.02352586,0.2944531],"study_design_scores_gemma":[0.00006385775,0.00009771452,0.0155583,0.00006004599,0.0001131645,0.00005220485,0.00007353685,0.9767951,0.001129782,0.002232608,0.003792156,0.00003143649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.77941,0.005263336,0.1795263,0.005685627,0.0006399009,0.000268949,0.01817535,0.004650557,0.006380086],"genre_scores_gemma":[0.8791001,0.0008554526,0.08341086,0.0004367096,0.0002505921,0.0001211583,0.03257069,0.0001692773,0.003085084],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01413788,"threshold_uncertainty_score":0.03285307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05513082369929702,"score_gpt":0.2781212384795793,"score_spread":0.2229904147802823,"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."}}