{"id":"W2516062074","doi":"10.1118/1.4961777","title":"Poster - 03: How to manage a nuclear medicine PET-CT for radiation oncology patients","year":2016,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Integre de Sante et de Services Sociaux de Laval","funders":"","keywords":"Radiation oncologist; Medical physics; Medicine; Nuclear medicine; Workflow; Nuclear medicine imaging; Medical imaging; Radiation treatment planning; Radiation oncology; Radiation therapy; Radiology; Computer science","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":[0.002256228,0.000732114,0.00036999,0.0005601704,0.001156041,0.001549608,0.001144842,0.001584601,0.05745186],"category_scores_gemma":[0.004398716,0.0004331046,0.000945551,0.0002816455,0.000446299,0.001502426,0.001917088,0.001691185,0.03084427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004795575,"about_ca_system_score_gemma":0.001735939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000591445,"about_ca_topic_score_gemma":0.001354943,"domain_scores_codex":[0.9992231,0.0003073532,0.0000976264,0.0001140728,0.0001600716,0.00009766802],"domain_scores_gemma":[0.9982906,0.0002908397,0.0001667716,0.0002424751,0.0002989072,0.0007104196],"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":[0.0006425873,0.001824802,0.03571805,0.001138578,0.00007013296,0.007341067,0.002355893,0.004041096,0.02952852,0.001856727,0.1475563,0.7679262],"study_design_scores_gemma":[0.0004576945,0.003212524,0.1572494,0.002163831,0.0002653289,0.08749814,0.007237539,0.01390499,0.04967656,0.01293034,0.664841,0.0005626657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.2352895,0.005815879,0.4283704,0.05631134,0.005040381,0.01051494,0.003878153,0.01520084,0.2395787],"genre_scores_gemma":[0.2603116,0.004197953,0.6747051,0.007149306,0.002459552,0.002425079,0.001619001,0.002005415,0.0451269],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05745186,"threshold_uncertainty_score":0.1921956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00879664493038015,"score_gpt":0.2948702241965905,"score_spread":0.2860735792662104,"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."}}