{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002456031,0.00006566269,0.0001391773,0.00009884917,0.00005583249,0.0000126733,0.0000334578,0.0001309724,0.0007810341],"category_scores_gemma":[0.00002499648,0.00004792267,0.00006605979,0.0003715892,0.0001215361,0.00004379212,0.000009411234,0.000123419,0.00087987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001514358,"about_ca_system_score_gemma":0.00005156569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001031546,"about_ca_topic_score_gemma":0.000001089118,"domain_scores_codex":[0.9992529,0.00002941293,0.0001462645,0.0001376214,0.0002977748,0.0001360161],"domain_scores_gemma":[0.9996263,0.00006041908,0.00003883736,0.0001421043,0.00004965702,0.00008268213],"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":[0.001214164,0.000364389,0.00271556,0.0001974935,0.0002908824,0.0001100924,0.002342564,0.00005848406,0.1956885,0.01102323,0.1863012,0.5996934],"study_design_scores_gemma":[0.01377922,0.0008621046,0.4235549,0.0001909283,0.00007752636,0.00008860316,0.0001696103,0.0627895,0.007901664,0.02335854,0.4668323,0.0003950367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.875988,0.0007768153,0.001073794,0.1040498,0.0007478561,0.001079706,0.000008164803,0.0007690977,0.01550675],"genre_scores_gemma":[0.948716,0.0008529309,0.0006778006,0.002743165,0.0009989484,0.00004741845,0.0003374465,0.00004197988,0.04558426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5992984,"threshold_uncertainty_score":0.9998981,"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."}}