{"id":"W4386986627","doi":"10.1016/j.brachy.2023.06.051","title":"PL03  Presentation Time: 2:00 PM","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College","funders":"","keywords":"Medicine; Trajectory; Plan (archaeology); Cylinder; Set (abstract data type); Radiation treatment planning; Volume (thermodynamics); Software; Process (computing); Dwell time; Medical physics; Simulation; Surgery; Computer science; Mechanical engineering; Radiation therapy; Engineering","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":["insufficient_payload"],"category_scores_codex":[0.001712579,0.001734943,0.001567696,0.001611125,0.005130389,0.009710076,0.002144493,0.007546791,0.9129409],"category_scores_gemma":[0.005380491,0.0009672467,0.002345043,0.001098387,0.0009902422,0.00180153,0.003597971,0.003866496,0.7994655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002855664,"about_ca_system_score_gemma":0.00154527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006161007,"about_ca_topic_score_gemma":0.01269449,"domain_scores_codex":[0.9989672,0.0001397811,0.00002575232,0.0001375991,0.0002779509,0.0004518185],"domain_scores_gemma":[0.9974046,0.0004244405,0.00005830817,0.000149993,0.0008687047,0.00109392],"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":[0.0008786098,0.00009974746,0.0002023427,0.0001439254,0.00001340863,0.0002524199,0.0001386618,0.00008844251,0.000730841,0.002485186,0.9761253,0.01884095],"study_design_scores_gemma":[0.0002151581,0.000249671,0.002796983,0.0002838307,0.00001963781,0.0001302344,0.000393652,0.0003589132,0.000958505,0.002093216,0.9924649,0.00003531547],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00261395,0.0005337481,0.001084039,0.005194943,0.01473061,0.0004834426,0.003399671,0.004341782,0.9676178],"genre_scores_gemma":[0.006168115,0.0001472933,0.0001876992,0.0005528409,0.00112387,0.00009962411,0.0006635542,0.0008399839,0.9902171],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08705914,"threshold_uncertainty_score":0.1241792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02671900289560475,"score_gpt":0.3369336869381196,"score_spread":0.3102146840425149,"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."}}