{"id":"W1969612826","doi":"10.1016/j.semradonc.2011.09.001","title":"Image-Guided Radiotherapy: Has It Influenced Patient Outcomes?","year":2011,"lang":"en","type":"review","venue":"Seminars in Radiation Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":150,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Image-guided radiation therapy; Medicine; Radiation therapy; Medical physics; Cancer therapy; Cancer; Radiology; Intensive care medicine; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003592528,0.0006910813,0.00232166,0.0005799551,0.0001098766,0.00004307313,0.0005599934,0.0005390838,0.001590553],"category_scores_gemma":[0.00004154137,0.0006262632,0.0005234935,0.0004972596,0.0002315868,0.0002480958,0.00007137447,0.0007819146,0.00004089444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00133901,"about_ca_system_score_gemma":0.0007636071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001373031,"about_ca_topic_score_gemma":0.000005232964,"domain_scores_codex":[0.9966639,0.0005013517,0.001388692,0.0007010621,0.0001774622,0.0005674933],"domain_scores_gemma":[0.9973446,0.0004450764,0.00129468,0.0007133101,0.00007380129,0.0001285911],"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":[0.000008306409,0.0002136892,0.0006259099,0.0002939288,0.0001960964,0.00001311927,0.0008307368,0.000006139729,0.00000443048,0.0007583987,0.01057956,0.9864697],"study_design_scores_gemma":[0.0005474554,0.0002671054,0.00001882144,0.001133095,0.0001041627,0.00001381331,0.00003513318,0.0000332209,0.00001088008,0.0005234876,0.9967345,0.0005783173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001771073,0.9832925,0.008427477,0.0001970199,0.0006202437,0.001921268,0.00008716727,0.0001391912,0.005297394],"genre_scores_gemma":[0.000007363127,0.9476357,0.05002796,0.0004097743,0.0002066843,0.001056133,0.0002076107,0.0001359274,0.0003128754],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9861549,"threshold_uncertainty_score":0.9996189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03717590793323362,"score_gpt":0.3886682948776597,"score_spread":0.3514923869444261,"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."}}