{"id":"W4413444529","doi":"10.1016/j.brachy.2025.06.126","title":"P0307","year":2025,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Family 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":[],"consensus_categories":[],"category_scores_codex":[0.00003383563,0.00006487331,0.0001231072,0.00004713715,0.00003250527,0.000008976266,0.00002391574,0.00002810599,0.0002118027],"category_scores_gemma":[0.000005875495,0.00004938896,0.00005552125,0.0001270088,0.00001895301,0.00002205072,0.000006204014,0.00004473968,0.00005263778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000597693,"about_ca_system_score_gemma":0.0000685719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001535997,"about_ca_topic_score_gemma":0.000003738779,"domain_scores_codex":[0.9996155,0.000007074141,0.00008346614,0.0001267913,0.00005957571,0.0001076202],"domain_scores_gemma":[0.9997231,0.00002151132,0.00001434461,0.000174847,0.00002759289,0.00003855569],"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":[0.0002934297,0.0005543183,0.2476153,0.00005807668,0.0003109149,0.00007985176,0.000136446,0.000002035861,0.002184764,0.01354763,0.04866726,0.68655],"study_design_scores_gemma":[0.003147806,0.0003721841,0.3385756,0.0001345658,0.0000514888,0.00001226049,0.00002414305,0.00002366707,0.02033225,0.002017263,0.6352302,0.00007851118],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8726274,0.01449331,0.0005623003,0.02330206,0.000501594,0.0006897629,0.000007959778,0.0001698821,0.08764572],"genre_scores_gemma":[0.9800091,0.001810603,0.0005698702,0.009017559,0.00007398897,0.0000946541,0.00001245825,0.000008778105,0.008402922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6864715,"threshold_uncertainty_score":0.2319091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057933329418346,"score_gpt":0.3133299450188879,"score_spread":0.3027506117247044,"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."}}