{"id":"W4386986227","doi":"10.1016/j.brachy.2023.06.158","title":"PO57","year":2023,"lang":"en","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":"Plan (archaeology); Class (philosophy); Medicine; Computer science; Radiation treatment planning; Process (computing); Quality (philosophy); Medical physics; Planner; Pareto principle; Artificial intelligence; Machine learning; Mathematical optimization; Surgery; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004176431,0.001234557,0.0005671827,0.00165127,0.001703985,0.003523301,0.0009077766,0.001630306,0.868019],"category_scores_gemma":[0.001166079,0.0003427802,0.0005280695,0.001198378,0.0007843651,0.001302896,0.001881349,0.001425899,0.8317028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022848,"about_ca_system_score_gemma":0.001211764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002649049,"about_ca_topic_score_gemma":0.003917964,"domain_scores_codex":[0.9996569,0.00002721398,0.00001436691,0.0001051327,0.0001448665,0.00005142093],"domain_scores_gemma":[0.9994516,0.00006890827,0.00002965409,0.00008825192,0.0002189186,0.0001426895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001583171,0.0001324092,0.0004924205,0.0002516712,0.00001024487,0.0002382698,0.00007855664,0.0001472078,0.003564173,0.02676782,0.6530762,0.3150827],"study_design_scores_gemma":[0.00001266354,0.00003126765,0.0006034762,0.00004964106,0.000002669595,0.0001218855,0.00002674255,0.00005334146,0.0004996239,0.001689636,0.9969046,0.000004485434],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005643115,0.0002864007,0.0005807111,0.0004463914,0.00061213,0.00006859269,0.001282587,0.0004682667,0.9956906],"genre_scores_gemma":[0.000943242,0.0001171429,0.0001806921,0.0001217413,0.00005593952,0.00002243928,0.0005313398,0.0001011634,0.9979264],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.131981,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0114905551211665,"score_gpt":0.2975753188050245,"score_spread":0.286084763683858,"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."}}