{"id":"W2063508960","doi":"10.1016/j.brachy.2014.11.011","title":"Refining prostate seed brachytherapy: Comparing high-, intermediate-, and low-activity seeds for I-125 permanent seed prostate brachytherapy","year":2015,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Notre-Dame; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Brachytherapy; Prostate; Urology; Prostate brachytherapy; Rectum; Prostate cancer; Nuclear medicine; Internal medicine; Radiation therapy; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008303216,0.0008875902,0.001465194,0.0003130462,0.0003366751,0.0002493332,0.0002066736,0.0002608977,0.00002896206],"category_scores_gemma":[0.00007256454,0.0007583613,0.000262422,0.0004866723,0.000303193,0.0006403281,0.00009772279,0.0005128293,0.00003212297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006210136,"about_ca_system_score_gemma":0.0005076557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003921734,"about_ca_topic_score_gemma":0.000149165,"domain_scores_codex":[0.9959185,0.0001824263,0.0008321476,0.001255574,0.0006454947,0.001165829],"domain_scores_gemma":[0.9970402,0.000240836,0.0005285177,0.0008052887,0.0005508332,0.0008342967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02076263,0.002708108,0.7457747,0.0008841648,0.001697528,0.0003057712,0.01194283,0.0002380447,0.03149683,0.0005583286,0.001730452,0.1819006],"study_design_scores_gemma":[0.05282317,0.01140937,0.8701439,0.001090677,0.0003681503,0.0003709288,0.0007165032,0.004746712,0.02621944,0.001083134,0.02930523,0.001722807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861197,0.004689994,0.000336294,0.003903152,0.0008347513,0.003205672,0.0001793907,0.0004211103,0.0003098855],"genre_scores_gemma":[0.9886048,0.002728882,0.001774134,0.002582924,0.0005995582,0.001600986,0.0004359465,0.0002539174,0.001418894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1801778,"threshold_uncertainty_score":0.9994867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03406720706628004,"score_gpt":0.2977971180318163,"score_spread":0.2637299109655363,"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."}}