{"id":"W3022103539","doi":"10.1016/j.ijrobp.2006.07.979","title":"2566","year":2006,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Contouring; Medicine; Coronal plane; Nuclear medicine; Quality assurance; Radiation treatment planning; Medical physics; Computer science; Radiation therapy; Radiology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002510668,0.0008586376,0.0003631735,0.001250348,0.001045627,0.001785396,0.0006647969,0.001185904,0.8614179],"category_scores_gemma":[0.0006793701,0.0002373427,0.000330839,0.0009138385,0.0004112898,0.0008976668,0.001161096,0.0006531619,0.811836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000490551,"about_ca_system_score_gemma":0.0005327876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002511835,"about_ca_topic_score_gemma":0.002869225,"domain_scores_codex":[0.9998069,0.00001706827,0.00001436895,0.00005868632,0.00007405549,0.00002887192],"domain_scores_gemma":[0.9995841,0.00006009455,0.00001844217,0.00008336971,0.0001585661,0.00009529186],"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":[0.0002357023,0.0002652657,0.002016953,0.0002480028,0.00002785785,0.0003367253,0.0001171193,0.0004200785,0.01431639,0.01797475,0.46861,0.4954312],"study_design_scores_gemma":[0.00002131135,0.00004836845,0.001393146,0.00007760825,0.00001167729,0.00042455,0.00005401069,0.0002308714,0.001542251,0.00129865,0.9948899,0.000007706068],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002102303,0.0004365903,0.001264389,0.0006073226,0.0008390041,0.00007350591,0.0009722469,0.0004462398,0.9932584],"genre_scores_gemma":[0.003573097,0.0002629826,0.000431639,0.0002485775,0.0001054037,0.00002558624,0.0008678883,0.00006911606,0.9944158],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1385821,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01066241524723867,"score_gpt":0.3226946828691711,"score_spread":0.3120322676219325,"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."}}