{"id":"W2027580224","doi":"10.1016/j.brachy.2010.07.001","title":"Precedence for prostate brachytherapy","year":2010,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Brachytherapy; Prostate cancer; Prostate brachytherapy; Prostate; Prostate disease; Radiation therapy; Radium; Medical physics; Radiology; Cancer; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001820861,0.0002264876,0.0003180949,0.00006876011,0.000131026,0.00004731831,0.00009342406,0.0001091096,0.0003148636],"category_scores_gemma":[0.00003750618,0.0001773311,0.0001762691,0.0001436318,0.00008491371,0.0001360499,0.0000103917,0.0002158368,0.00004556815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000045972,"about_ca_system_score_gemma":0.0001480413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002496514,"about_ca_topic_score_gemma":0.00006561467,"domain_scores_codex":[0.9987381,0.0000144817,0.0002522644,0.0004170595,0.000187773,0.0003902825],"domain_scores_gemma":[0.9990059,0.0001139273,0.000100095,0.0004654755,0.0001597387,0.0001548716],"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":[0.002129717,0.001238152,0.1125485,0.0001540276,0.000336072,0.00004309494,0.001049154,0.00000464105,0.1336118,0.005417126,0.009189958,0.7342777],"study_design_scores_gemma":[0.01341089,0.005219986,0.1562079,0.0001407483,0.0001168242,0.0002476969,0.00005908031,0.0003312584,0.1675291,0.007048639,0.6490977,0.0005902341],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869975,0.001362684,0.0006165384,0.006201647,0.0007841758,0.00258945,0.00007894904,0.000188662,0.001180387],"genre_scores_gemma":[0.981034,0.001572416,0.009091325,0.003384585,0.0006104795,0.001570246,0.00008813615,0.0000792284,0.002569577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7336875,"threshold_uncertainty_score":0.7231352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518571744026592,"score_gpt":0.3106644771641572,"score_spread":0.2954787597238913,"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."}}