{"id":"W4310691702","doi":"10.1016/j.brachy.2022.09.013","title":"Friday, June 17, 20229:00 AM - 10:00 AM PP01  Presentation Time: 9:00 AM","year":2022,"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":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate cancer; Brachytherapy; Androgen deprivation therapy; Radiation therapy; Urology; Prostate; Internal medicine; External beam radiotherapy; Oncology; Surgery; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004499221,0.0003255443,0.0005402231,0.0002766004,0.0004991732,0.0000760959,0.000261503,0.0001045134,0.03524501],"category_scores_gemma":[0.00003418852,0.0002735418,0.0002548267,0.0006914508,0.0001415657,0.0002200043,0.0001312357,0.0005329297,0.0006522111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003826765,"about_ca_system_score_gemma":0.0003047386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001515077,"about_ca_topic_score_gemma":0.00001269349,"domain_scores_codex":[0.9969804,0.0002614281,0.0004279652,0.0006096535,0.001060782,0.000659771],"domain_scores_gemma":[0.9986479,0.0001550194,0.0001631671,0.0006285626,0.0001428408,0.0002625303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009478635,0.001956033,0.007863469,0.0001350365,0.0009527144,0.000614857,0.002356898,0.0001968187,0.03123499,0.0002027653,0.8976497,0.0473581],"study_design_scores_gemma":[0.01940599,0.002686164,0.01323865,0.0000572648,0.0001195105,0.0001455043,0.0006226021,0.001482941,0.008993704,0.0006649113,0.9520794,0.0005033261],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.837831,0.03123033,0.0001379358,0.03058688,0.002064513,0.006411565,0.0003882421,0.0007487707,0.09060076],"genre_scores_gemma":[0.2989185,0.004043934,0.0004322713,0.002333157,0.001445879,0.001706053,0.001614128,0.000198984,0.6893071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5987063,"threshold_uncertainty_score":0.9999717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500733105225417,"score_gpt":0.3356228633095076,"score_spread":0.3106155322572535,"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."}}