{"id":"W1999097591","doi":"10.1097/mnm.0b013e32834f262e","title":"A method for generating image-derived input function in quantitative 18F-FDG PET study based on the monotonicity of the input and output function curve","year":2012,"lang":"en","type":"article","venue":"Nuclear Medicine Communications","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; National Institute on Aging; Chinese Academy of Sciences; Petroleum Technology Alliance Canada","keywords":"Voxel; Partial volume; Monotonic function; Mathematics; Positron emission tomography; Nuclear medicine; Function (biology); Deoxyglucose; Computer science; Artificial intelligence; Medicine; Mathematical analysis; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00218869,0.0001504555,0.0003075023,0.0001193743,0.0004125238,0.00001183905,0.0003534177,0.00004325193,0.00003894989],"category_scores_gemma":[0.001456713,0.00008802386,0.00006887996,0.0004155054,0.0004278151,0.00007804191,0.0001895056,0.0005215455,0.000003050285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000627947,"about_ca_system_score_gemma":0.00005421033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003180697,"about_ca_topic_score_gemma":0.00006293817,"domain_scores_codex":[0.9983106,0.0005859678,0.0004530416,0.0001953623,0.0002662701,0.0001887243],"domain_scores_gemma":[0.9965436,0.001466114,0.000252734,0.001425564,0.0002196757,0.00009234335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002789358,0.01656784,0.1176721,0.0008023394,0.000942768,0.000002889654,0.04990201,0.000231991,0.3793023,0.2853804,0.08359862,0.06280737],"study_design_scores_gemma":[0.005208539,0.002794644,0.2219465,0.0007920163,0.0009945546,0.00001993545,0.01574679,0.7094159,0.0006719868,0.001443617,0.04063777,0.0003276908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6298332,0.0004315475,0.1683193,0.1913549,0.0001759142,0.006628963,0.00002755915,0.0002029852,0.003025583],"genre_scores_gemma":[0.9062984,0.0000483459,0.08962656,0.003469745,0.00006277019,0.0004099211,0.00002311754,0.00002847719,0.00003267894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7091839,"threshold_uncertainty_score":0.3589509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0985951585011777,"score_gpt":0.3873953711255892,"score_spread":0.2888002126244115,"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."}}