{"id":"W1990403967","doi":"10.1118/1.4740147","title":"Poster — Thur Eve — 39: SBRT imaging analysis — patient results and QA of imaging systems","year":2012,"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":"Regional Municipality of Durham","funders":"","keywords":"Medical imaging; Nuclear medicine; Medicine; Medical physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.001854813,0.0005271136,0.000474872,0.00118406,0.0008123508,0.001239143,0.0005001942,0.0007568889,0.02223861],"category_scores_gemma":[0.002890158,0.0002619967,0.0007371451,0.0003822274,0.000410679,0.0003840147,0.0006696098,0.0007108143,0.006760037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00069693,"about_ca_system_score_gemma":0.0003301681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001523734,"about_ca_topic_score_gemma":0.001716375,"domain_scores_codex":[0.999095,0.0002525451,0.00007255085,0.0001341309,0.0003687941,0.00007707252],"domain_scores_gemma":[0.9986581,0.0002871105,0.00009342594,0.0002140915,0.0006024712,0.0001448047],"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":[0.006829442,0.0009091921,0.1130814,0.0005970457,0.0003356247,0.00214118,0.001482712,0.01363132,0.2249898,0.002363434,0.1169064,0.5167324],"study_design_scores_gemma":[0.0002992507,0.004307638,0.4211169,0.0001088892,0.0002922104,0.006242261,0.0005162499,0.02647522,0.3939377,0.002746749,0.1436145,0.0003423886],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7691554,0.002632852,0.0830231,0.002744665,0.001738816,0.001024005,0.008205884,0.005352902,0.1261222],"genre_scores_gemma":[0.9104119,0.000347946,0.03425634,0.0003786428,0.0003849002,0.0001463358,0.003681657,0.00151824,0.04887396],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02223861,"threshold_uncertainty_score":0.0743956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006489243235542189,"score_gpt":0.2675522681611058,"score_spread":0.2610630249255637,"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."}}