{"id":"W4386986381","doi":"10.1016/j.brachy.2023.06.052","title":"PL04  Presentation Time: 2:15 PM","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Interquartile range; Interim analysis; External beam radiotherapy; Randomized controlled trial; Brachytherapy; Radiation therapy; Population; Univariate analysis; Surgery; Multivariate analysis; Internal 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":["insufficient_payload"],"category_scores_codex":[0.00009595208,0.0001047225,0.0002230882,0.00009158817,0.00004486042,0.0000145838,0.00004269426,0.00005435861,0.001808944],"category_scores_gemma":[0.00003399109,0.00008289386,0.0001069873,0.0004678373,0.00002756503,0.00006590172,0.00001563659,0.00007294417,0.003093667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006687875,"about_ca_system_score_gemma":0.0000429862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002238018,"about_ca_topic_score_gemma":0.000003803277,"domain_scores_codex":[0.9991616,0.0000343599,0.000145002,0.0002058943,0.0002569428,0.00019622],"domain_scores_gemma":[0.9995314,0.0001002611,0.00003795209,0.0001956902,0.00003987542,0.00009482985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01333682,0.001235023,0.1814005,0.0001495322,0.001259863,0.001567206,0.002264177,0.0001143569,0.04775747,0.0005171732,0.163872,0.5865259],"study_design_scores_gemma":[0.01734458,0.001522477,0.8510213,0.00007479102,0.00009689396,0.0001078914,0.00006391166,0.002687951,0.00879628,0.001243161,0.1167437,0.0002970396],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781751,0.0003149449,0.00001601145,0.001899588,0.0002020084,0.0006247807,0.000005953357,0.0003975103,0.01836409],"genre_scores_gemma":[0.9542379,0.0003336399,0.0002457328,0.0007665083,0.0003751747,0.0002091887,0.0001392038,0.00004254175,0.04365016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6696208,"threshold_uncertainty_score":0.9991035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02644630767958057,"score_gpt":0.3326294596097938,"score_spread":0.3061831519302132,"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."}}