{"id":"W4403759404","doi":"10.1016/j.brachy.2024.08.224","title":"PO0411","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Inorganic Chemistry and Materials","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kelowna General Hospital","funders":"","keywords":"Medicine","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":[0.00005799897,0.00009629285,0.00008678716,0.00001103162,0.00003713449,0.00008921733,0.0001008369,0.00008011949,0.02279792],"category_scores_gemma":[0.000007091018,0.00008512518,0.00005331277,0.00005452048,0.00002110831,0.00006679619,0.00001394223,0.0000832203,0.000480004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002370584,"about_ca_system_score_gemma":0.0000338787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005625699,"about_ca_topic_score_gemma":4.919659e-7,"domain_scores_codex":[0.9994608,0.000003544118,0.0001148106,0.0001870819,0.00008154138,0.0001522765],"domain_scores_gemma":[0.9997142,0.00002880631,0.00001301357,0.0001956911,0.00001012579,0.00003816764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001336462,0.00001380633,0.00001584578,0.0001875233,0.00002377432,0.0000759789,0.0001247083,2.523655e-7,0.9784531,0.002498799,0.005949528,0.0126433],"study_design_scores_gemma":[0.00008630425,0.000003183166,0.000008387419,0.00002917785,0.000004529194,0.00007483679,0.00001163004,0.00001105663,0.6478064,0.001150624,0.3507306,0.0000832595],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8460847,0.002069076,0.00007356913,0.0004460873,0.0004949482,0.00002205118,0.00002718458,0.0005884794,0.1501939],"genre_scores_gemma":[0.9740415,0.0002365408,0.000104512,0.0001910981,0.0009346348,0.0000108298,0.00002461685,0.00002940764,0.02442689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3447811,"threshold_uncertainty_score":0.9780954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007620790443732252,"score_gpt":0.2420398417755588,"score_spread":0.2344190513318265,"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."}}