{"id":"W4413793955","doi":"10.1007/s11547-025-02075-y","title":"Recent advances in PET/MR imaging for head and neck tumors: a systematic review of the last three years","year":2025,"lang":"en","type":"review","venue":"La radiologia medica","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"Universität Zürich","keywords":"Head and neck; Medicine; Medical physics; Radiology; Nuclear medicine; 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":[0.001209133,0.0002903864,0.004164454,0.0001051687,0.00003780454,0.000004391954,0.0002554853,0.00008297415,0.00001083609],"category_scores_gemma":[0.004527714,0.0001509459,0.0003213267,0.0004075426,0.0002396033,0.00002646893,0.0001211114,0.0003890222,0.000001257616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001211781,"about_ca_system_score_gemma":0.0006284752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000039468,"about_ca_topic_score_gemma":0.00004245259,"domain_scores_codex":[0.9978031,0.0003230681,0.001021473,0.0003514516,0.0002348852,0.0002660262],"domain_scores_gemma":[0.997654,0.001316544,0.0004530785,0.0004451389,0.00006271202,0.00006850354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000004541637,0.00001589802,0.0001108775,0.7126397,0.00006609896,0.00002721277,0.00002362104,6.703058e-9,2.268449e-8,0.00003967742,0.001302145,0.2857702],"study_design_scores_gemma":[0.0002876159,0.00005008471,0.00008457164,0.5887703,0.0008367126,0.0001788538,0.00001837522,0.000001441966,3.164807e-8,0.00001667406,0.4096814,0.00007390456],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006860984,0.99389,0.000007143246,0.0007735909,0.0002690418,0.003998945,0.00003549807,0.00002113742,0.0009977139],"genre_scores_gemma":[0.000005869829,0.9979708,0.0001663579,0.000588065,0.00008385238,0.00107681,0.00001779768,0.00001860574,0.0000718466],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4083793,"threshold_uncertainty_score":0.6155396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0260413511478328,"score_gpt":0.3538422906605784,"score_spread":0.3278009395127456,"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."}}