{"id":"W2147001614","doi":"10.1155/2002/879647","title":"Assessment of Cancer‐Associated Biomarkers by Positron Emission Tomography: Advances and Challenges","year":2002,"lang":"en","type":"review","venue":"Disease Markers","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF; Université de Sherbrooke","funders":"","keywords":"Positron emission tomography; Cancer; Medicine; Tomography; Medical physics; Nuclear medicine; Oncology; Radiology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002266315,0.0009414115,0.002488195,0.001475162,0.0002353586,0.001502298,0.001172079,0.001633773,0.001284843],"category_scores_gemma":[0.00155558,0.0003674021,0.0004234532,0.001778634,0.0008884972,0.002534154,0.0005356156,0.002007053,0.001599071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006898117,"about_ca_system_score_gemma":0.0009508931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00100508,"about_ca_topic_score_gemma":0.001307316,"domain_scores_codex":[0.9994006,0.0001828067,0.00005314725,0.00008806163,0.0002375724,0.00003777571],"domain_scores_gemma":[0.9989507,0.0005661486,0.00007142037,0.0000409655,0.000320788,0.00004987182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007434568,0.00007884766,0.0006101571,0.00428791,0.00005721647,0.0003683535,0.0001084126,0.0006047355,0.008812235,0.006943881,0.009755195,0.9682987],"study_design_scores_gemma":[0.00002841167,0.0003332327,0.002494618,0.002306269,0.0001205921,0.005755551,0.0002970355,0.001295144,0.01089723,0.01012287,0.9662775,0.0000714426],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003316886,0.9967842,0.00136001,0.0006663869,0.0001158288,0.00000458787,0.000007561234,0.00001059453,0.0007190903],"genre_scores_gemma":[0.002270144,0.9944766,0.001860717,0.0002876751,0.0002430402,0.00001300869,0.00001795762,0.000004254373,0.0008266772],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002488195,"threshold_uncertainty_score":0.0119856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03736822743766301,"score_gpt":0.387073134529647,"score_spread":0.349704907091984,"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."}}