{"id":"W99533123","doi":"10.1142/9789812770042_0001","title":"DEFORMABLE IMAGE REGISTRATION FOR RADIATION THERAPY PLANNING: ALGORITHMS AND APPLICATIONS","year":2007,"lang":"en","type":"book-chapter","venue":"World Scientific Publishing Company eBooks","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Computer science; Image registration; Computer vision; Artificial intelligence; Image (mathematics); Medical physics; 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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001003792,0.0003674177,0.0003618921,0.0006353807,0.0008046782,0.003108894,0.0004513953,0.0001324943,0.00007322639],"category_scores_gemma":[0.000005162166,0.0003759636,0.0001506695,0.00008945736,0.0003433937,0.001068771,0.00005423325,0.0004674187,0.000002387668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001287818,"about_ca_system_score_gemma":0.0001494034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002403311,"about_ca_topic_score_gemma":0.00001706965,"domain_scores_codex":[0.9979559,0.00001352961,0.0005132997,0.000729153,0.0003889556,0.0003991511],"domain_scores_gemma":[0.9981683,0.0001456757,0.0006266731,0.0006111884,0.0003001688,0.0001479928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003107291,0.00002788205,0.00008483854,0.00003192894,0.0001076676,7.030231e-7,0.00034784,0.00002572556,0.0007044479,0.5266011,0.03883733,0.4331994],"study_design_scores_gemma":[0.0004061011,0.00002107748,0.00001490947,0.00006510186,0.00001961037,0.000001365058,0.0000166661,0.001530533,0.0009179894,0.1014463,0.8951981,0.0003622064],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00001195645,0.0004601514,0.52896,0.00005877404,0.0002994984,0.001278719,0.0001784865,0.0001914213,0.468561],"genre_scores_gemma":[0.002649996,0.000006960695,0.07755154,0.0001298376,0.001779767,0.0004746538,0.001906412,0.0001443437,0.9153565],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8563608,"threshold_uncertainty_score":0.9998692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03944807038306825,"score_gpt":0.3052512629175175,"score_spread":0.2658031925344492,"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."}}