{"id":"W2747370024","doi":"10.1016/j.meddos.2017.07.010","title":"The impact of intensity-modulated radiation therapy plan normalization in the postprostatectomy setting—does it matter?","year":2017,"lang":"en","type":"article","venue":"Medical dosimetry","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Medicine; Nuclear medicine; Dosimetry; Normalization (sociology); Medical physics; Radiation therapy; Radiation treatment planning; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006348148,0.0001286393,0.0001688211,0.00004918108,0.0002876018,0.00008603936,0.0005463049,0.0000632757,0.0002951163],"category_scores_gemma":[0.00007234632,0.00005751855,0.00008711452,0.0001077311,0.0001831961,0.0001549944,0.00003856846,0.0002576115,0.000002827786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003062897,"about_ca_system_score_gemma":0.00004786535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000923059,"about_ca_topic_score_gemma":0.000006608796,"domain_scores_codex":[0.9989742,0.0001176259,0.0002645652,0.0001410135,0.0002979829,0.0002045864],"domain_scores_gemma":[0.9989817,0.0001877304,0.0002673485,0.0004737021,0.0000447135,0.00004479746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009730963,0.00008394812,0.9122385,0.000003610045,0.00006996281,0.000002051678,0.0007778644,0.00002128536,0.001449829,0.0001218495,0.001449552,0.08368427],"study_design_scores_gemma":[0.001053931,0.0001493421,0.9745759,0.00006460167,0.000006741483,0.000003124129,0.000169213,0.005144628,0.01562333,0.001877801,0.001169396,0.0001619755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858527,0.0001028653,0.01094606,0.002007375,0.00010146,0.000363702,0.00002045834,0.00002470357,0.0005807104],"genre_scores_gemma":[0.9992661,0.00008824915,0.0001236845,0.0002815242,0.0001429859,0.0000187897,0.00003820774,0.00001512638,0.00002536644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0835223,"threshold_uncertainty_score":0.3231317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007154606172802992,"score_gpt":0.3138470433624512,"score_spread":0.3066924371896482,"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."}}