{"id":"W4247938973","doi":"10.1016/j.brachy.2021.06.093","title":"PO05","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Brachytherapy; Monte Carlo method; Nuclear medicine; Radiation transport; Medical physics; Transit (satellite); Component (thermodynamics); Radiation therapy; Radiology; Physics; Statistics","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":[0.0005663432,0.001212739,0.0006671437,0.002124645,0.00167096,0.004925613,0.00116636,0.001891309,0.8827445],"category_scores_gemma":[0.001571392,0.0003723561,0.0006005553,0.001544145,0.000665584,0.001515415,0.001728719,0.001501568,0.845443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001322321,"about_ca_system_score_gemma":0.001450453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003205278,"about_ca_topic_score_gemma":0.004077565,"domain_scores_codex":[0.9995478,0.00004443323,0.00002136151,0.0001222406,0.0001942265,0.00006996385],"domain_scores_gemma":[0.9992961,0.00007060038,0.00003411609,0.0001312395,0.0002754176,0.000192632],"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":[0.0001571449,0.0001203227,0.000343454,0.0002148274,0.000008964375,0.0001032402,0.00004504376,0.0001257216,0.00130966,0.02017302,0.7895332,0.1878653],"study_design_scores_gemma":[0.00001656586,0.00002946006,0.0005341652,0.00004952889,0.000002389019,0.00004953943,0.00001917163,0.00006525362,0.0003082891,0.001886595,0.9970347,0.000004466835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004545977,0.0002633104,0.0006260995,0.000482407,0.0008075291,0.00008273822,0.004081091,0.0009501281,0.9922522],"genre_scores_gemma":[0.001041916,0.000116251,0.0002662005,0.0001555754,0.0000812544,0.00003046006,0.001751981,0.0001961449,0.9963602],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1172555,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007672003062265111,"score_gpt":0.2773207248630212,"score_spread":0.2696487218007561,"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."}}