{"id":"W1511870879","doi":"10.1159/000322429","title":"Image Guidance and the New Practice of Radiotherapy: What to Know and Use from a Decade of Investigation","year":2011,"lang":"en","type":"review","venue":"Frontiers of radiation therapy and oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Image-guided radiation therapy; Medicine; Medical physics; Limiting; Radiation therapy; Exploit; Medical imaging; Radiology; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004104325,0.0002638454,0.001349394,0.0001587864,0.00004480215,0.00003098297,0.0001719891,0.0001947465,0.00001814383],"category_scores_gemma":[0.00005799301,0.000192613,0.0001201731,0.0001649759,0.0005001737,0.0006628069,0.00002726048,0.0001835108,7.287491e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004697357,"about_ca_system_score_gemma":0.0002098981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005001262,"about_ca_topic_score_gemma":0.000003240765,"domain_scores_codex":[0.9983315,0.0005212869,0.0006293538,0.000299186,0.00008964897,0.000128981],"domain_scores_gemma":[0.9973004,0.0008241072,0.00141106,0.0002818524,0.00009186984,0.00009070864],"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":[0.0003253578,0.00003457187,0.0003730051,0.0001267652,0.0004761906,1.553781e-7,0.003064719,5.554557e-7,0.00007634435,0.002163456,0.002969879,0.990389],"study_design_scores_gemma":[0.001569507,0.0003567974,0.000104539,0.0005228582,0.000234705,0.000002409129,0.0001783318,0.00003363166,0.000363488,0.002375557,0.9940848,0.0001733721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002571381,0.9271625,0.07099897,0.0003316765,0.0001458073,0.001005715,0.00005449865,0.000009655681,0.00003402129],"genre_scores_gemma":[0.00002086163,0.8313147,0.1682381,0.0001591275,0.0001207529,0.00005352466,0.00002385104,0.0000287886,0.00004029474],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9911149,"threshold_uncertainty_score":0.7854528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02104108330339656,"score_gpt":0.3238126726130827,"score_spread":0.3027715893096862,"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."}}