{"id":"W4386986448","doi":"10.1016/j.brachy.2023.06.050","title":"PL02  Presentation Time: 1:45 PM","year":2023,"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":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate cancer; Brachytherapy; Prostate; Urology; Randomized controlled trial; Biopsy; Androgen deprivation therapy; Randomization; Nuclear medicine; Radiation therapy; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001435162,0.00008402541,0.0001625077,0.0001297346,0.00006750289,0.00002023821,0.00004548546,0.00004980651,0.0009504113],"category_scores_gemma":[0.00002003037,0.00006041945,0.00007376097,0.0003983832,0.00003977544,0.00007204471,0.00001387226,0.00009105058,0.002459324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004439452,"about_ca_system_score_gemma":0.00007458005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002300077,"about_ca_topic_score_gemma":0.000001776787,"domain_scores_codex":[0.999187,0.00003270394,0.0001135525,0.0001695173,0.000265254,0.0002319604],"domain_scores_gemma":[0.9995924,0.00005765716,0.00002502191,0.0001813144,0.00005163208,0.00009192125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.006515478,0.0005896874,0.06161702,0.000195522,0.0007703005,0.0007468456,0.002656474,0.00003864216,0.1577402,0.0003332896,0.38967,0.3791265],"study_design_scores_gemma":[0.0459625,0.002599313,0.5748137,0.0002176681,0.000143893,0.0001242917,0.0003710438,0.006492374,0.0826298,0.0028092,0.2832418,0.0005944877],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759545,0.001031356,0.00002771322,0.007916513,0.0001648234,0.0009171144,0.000009572695,0.0003643334,0.01361413],"genre_scores_gemma":[0.6563681,0.003956055,0.0003457396,0.001005399,0.0009223939,0.0003583231,0.0006045306,0.00008020532,0.3363592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5131966,"threshold_uncertainty_score":0.9999629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03688887991007488,"score_gpt":0.3673093160899586,"score_spread":0.3304204361798838,"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."}}