{"id":"W4413444520","doi":"10.1016/j.brachy.2025.06.096","title":"PRSOP02  Presentation Time: 11:35 AM","year":2025,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Clair College","funders":"","keywords":"Medicine; Presentation (obstetrics); Medical physics; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.000101928,0.00009612788,0.0001947359,0.0001234155,0.00007252007,0.00002574659,0.00005527268,0.00005845364,0.0006388451],"category_scores_gemma":[0.00002090541,0.00006917005,0.00008051136,0.0002732707,0.00005305609,0.00007164908,0.0000146362,0.00009466197,0.0001517411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007610438,"about_ca_system_score_gemma":0.0001511757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003045209,"about_ca_topic_score_gemma":0.000004938069,"domain_scores_codex":[0.9992463,0.00003783332,0.0001381197,0.0001883514,0.0001926017,0.0001968037],"domain_scores_gemma":[0.9995735,0.00005817521,0.00002746185,0.0002104132,0.0000680066,0.00006246017],"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":[0.008250876,0.001619824,0.2321714,0.0004022887,0.001159229,0.0002145894,0.001112988,0.00001424912,0.1038704,0.003989642,0.2187791,0.4284154],"study_design_scores_gemma":[0.04852037,0.001421093,0.3469102,0.0005476718,0.0002584214,0.00004415292,0.0002229932,0.002025276,0.1323191,0.004031127,0.4632479,0.0004516525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9153004,0.005918666,0.0003370082,0.01535437,0.0003084698,0.001897048,0.000009021671,0.0002074802,0.06066756],"genre_scores_gemma":[0.630399,0.001699551,0.0006896687,0.002156514,0.0003123299,0.0002759068,0.0001558025,0.00003099195,0.3642802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4279638,"threshold_uncertainty_score":0.6994905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720870948016019,"score_gpt":0.3602404704168067,"score_spread":0.3430317609366466,"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."}}