{"id":"W4416125035","doi":"10.12809/hkmj2411789","title":"Use of 18F-fluorodeoxyglucose positron emission tomography coupled with computed tomography in early breast cancer management: consensus-based local recommendations by the Hong Kong Breast Cancer Foundation PET/CT Study Group","year":2025,"lang":"en","type":"article","venue":"Hong Kong Medical Journal","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Breast cancer; Computed tomography; Foundation (evidence); Positron Emission Tomography-Computed Tomography; Positron emission tomography; Cancer","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":[0.00112491,0.000338266,0.0005619098,0.0005895962,0.0004073342,0.0001323132,0.0004062351,0.00005194765,0.0003467952],"category_scores_gemma":[0.00004756374,0.0002266973,0.0001857588,0.001889813,0.0006215969,0.0001616091,0.0001117664,0.001258479,0.000001125636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002349724,"about_ca_system_score_gemma":0.0003979454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001994748,"about_ca_topic_score_gemma":0.0003337637,"domain_scores_codex":[0.9964274,0.0003463223,0.00101525,0.0004783127,0.00124097,0.0004917391],"domain_scores_gemma":[0.9978589,0.0003726733,0.0004219525,0.0004661511,0.0003791057,0.0005011924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001549466,0.004981775,0.7885763,0.0003277959,0.001169483,0.0008890782,0.0001630762,0.0001966914,0.001618988,0.0002495786,0.03150442,0.1687734],"study_design_scores_gemma":[0.008285871,0.0003793265,0.9154657,0.006987379,0.001064713,0.001573836,0.0007702349,0.06285152,0.0003238567,0.00008988262,0.001767135,0.0004405046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8659742,0.0002299893,0.08213879,0.04966102,0.0002588427,0.00146847,0.00009870396,0.0001323255,0.00003759612],"genre_scores_gemma":[0.9944038,0.0003062589,0.003317886,0.001450468,0.0001121886,0.0002090492,0.00009651345,0.00003815923,0.0000657232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1683328,"threshold_uncertainty_score":0.9244446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313599242687317,"score_gpt":0.3009224054354894,"score_spread":0.2877864130086162,"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."}}