{"id":"W4386986345","doi":"10.1016/j.brachy.2023.06.104","title":"PO03","year":2023,"lang":"gl","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Brachytherapy; Workflow; Magnetic resonance imaging; Reduction (mathematics); Nuclear medicine; Medical physics; Radiology; Computer science; Radiation therapy","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":["insufficient_payload"],"category_scores_codex":[0.0002224308,0.0003906388,0.0004034102,0.000200724,0.0002394535,0.0001024956,0.0003700649,0.0001364523,0.002301412],"category_scores_gemma":[0.00000411392,0.0003971157,0.0002720614,0.0009099561,0.0001189617,0.0002548187,0.00005064247,0.0003420953,0.001195461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006133733,"about_ca_system_score_gemma":0.00008839907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004988175,"about_ca_topic_score_gemma":0.000001268888,"domain_scores_codex":[0.9980199,0.00009480114,0.0003657415,0.0005332116,0.0002649497,0.0007213639],"domain_scores_gemma":[0.9988149,0.00011525,0.0001760322,0.0006883378,0.00005925897,0.0001462686],"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":[0.0001270271,0.0003149884,0.02544771,0.00004231377,0.000566605,0.00005001182,0.001683054,0.0001617749,0.02224569,0.0649825,0.09161427,0.7927641],"study_design_scores_gemma":[0.001095105,0.0002777273,0.005613417,0.00006922604,0.00001938639,0.000003800589,0.000158326,0.001528773,0.00764275,0.02090877,0.962001,0.0006816688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4635632,0.01592607,0.4445379,0.01148878,0.005310914,0.004086385,0.0008631861,0.007580456,0.04664303],"genre_scores_gemma":[0.8767031,0.009806583,0.02489967,0.002587913,0.007186744,0.0004720078,0.0004808778,0.0006723048,0.07719081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8703868,"threshold_uncertainty_score":0.9998481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01480701791885581,"score_gpt":0.3051924993436083,"score_spread":0.2903854814247525,"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."}}