{"id":"W2032325548","doi":"10.1118/1.2761375","title":"TU‐D‐L100F‐02: PET Biomarkers in Radiation Oncology","year":2007,"lang":"en","type":"article","venue":"Medical Physics","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Positron emission tomography; Molecular imaging; Radiation therapy; Radiation treatment planning; Computer science; Nuclear medicine; Medical physics; Pet imaging; Medicine; Radiology; In vivo; Biology","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":[0.001730577,0.001067481,0.0009838743,0.001904899,0.0003965296,0.003275189,0.001028339,0.003492982,0.0047636],"category_scores_gemma":[0.001256012,0.00059283,0.0005114614,0.002309335,0.0009877896,0.00174342,0.0008526126,0.002439471,0.004657373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002073227,"about_ca_system_score_gemma":0.001012753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001785081,"about_ca_topic_score_gemma":0.001440532,"domain_scores_codex":[0.9995108,0.000167756,0.00002144735,0.00008875896,0.0001171118,0.00009411721],"domain_scores_gemma":[0.9994726,0.0001669664,0.00007996793,0.00004171685,0.0001397555,0.00009909239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001023033,0.0005103078,0.005482796,0.002741713,0.0001653912,0.0009977763,0.0001227682,0.002853256,0.121123,0.02175004,0.0757745,0.7674555],"study_design_scores_gemma":[0.0002558997,0.001591672,0.01017364,0.001209137,0.0002333929,0.006291669,0.0001138868,0.008247677,0.1400275,0.0114717,0.8201504,0.0002335709],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03094175,0.8730643,0.0340015,0.01796732,0.002158411,0.0003034374,0.001575424,0.002460043,0.03752791],"genre_scores_gemma":[0.3155764,0.5108883,0.08194309,0.01187215,0.002173702,0.001131543,0.007349574,0.0006726253,0.06839256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0047636,"threshold_uncertainty_score":0.01593584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02170538001189559,"score_gpt":0.3727430698687025,"score_spread":0.3510376898568069,"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."}}