{"id":"W1576344792","doi":"10.1159/000106029","title":"Image Guidance: Treatment Target Localization Systems","year":2007,"lang":"en","type":"review","venue":"Frontiers of radiation therapy and oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Computer vision; Medical physics; Computer science; Position (finance); Medicine; Radiation therapy; Quality assurance; Artificial intelligence; Radiology; Pathology","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"],"consensus_categories":[],"category_scores_codex":[0.0002279198,0.0003410545,0.001418,0.000245004,0.00008135709,0.00001849715,0.0001312208,0.0002812452,0.0000523118],"category_scores_gemma":[0.000002424784,0.0002744717,0.0002261927,0.0001833795,0.0001273858,0.0001195738,0.000008656189,0.0001238632,0.000001202354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003855251,"about_ca_system_score_gemma":0.0002188548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005934207,"about_ca_topic_score_gemma":3.193594e-7,"domain_scores_codex":[0.9985626,0.0001832479,0.000625861,0.00030947,0.0000992398,0.0002195567],"domain_scores_gemma":[0.9987154,0.00007924394,0.0008403772,0.0002359371,0.00006055817,0.00006850983],"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":[0.00002442743,0.0001045434,0.0003536979,0.0002565164,0.0003744446,0.000001153261,0.0001283216,0.000014942,0.000001208912,0.0008623364,0.005969131,0.9919093],"study_design_scores_gemma":[0.0006037518,0.0004805327,0.000003857962,0.000173624,0.00009966549,0.000002667702,0.00003836516,0.0003461186,0.0000341154,0.0001995831,0.997794,0.0002236816],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[7.933792e-7,0.627932,0.3703751,0.000005640732,0.0003947631,0.0006815301,0.00006480175,0.00003069167,0.0005146563],"genre_scores_gemma":[0.00000500718,0.9704151,0.02822828,0.00001880157,0.0004785193,0.0001969812,0.0003398825,0.00005011067,0.0002673276],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9918249,"threshold_uncertainty_score":0.9999707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02502162784935383,"score_gpt":0.3474693659020329,"score_spread":0.3224477380526791,"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."}}