{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001496677,0.001891456,0.001729637,0.001827225,0.004472629,0.009009502,0.002316685,0.007641939,0.9221131],"category_scores_gemma":[0.004190414,0.001065969,0.002443246,0.001023047,0.0008610311,0.00178677,0.004114585,0.003362872,0.8198961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002119651,"about_ca_system_score_gemma":0.001383342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003838789,"about_ca_topic_score_gemma":0.009338282,"domain_scores_codex":[0.9989643,0.0001277905,0.00002649767,0.0001503369,0.0002658965,0.0004650661],"domain_scores_gemma":[0.9973743,0.0003773262,0.00006559016,0.0001583847,0.0007153643,0.001308943],"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":[0.001571665,0.0001699026,0.0002874053,0.0002302865,0.0000220872,0.0003848663,0.0001118462,0.0001275977,0.001335234,0.00172475,0.9689035,0.02513088],"study_design_scores_gemma":[0.0003369364,0.0004573054,0.003886313,0.0003610521,0.00002453871,0.0001988735,0.0002546339,0.0003837999,0.001262139,0.001569448,0.9912199,0.00004489222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003545537,0.0008609929,0.001017792,0.005970506,0.01865945,0.0006471701,0.00467681,0.005575759,0.9590459],"genre_scores_gemma":[0.006106597,0.0002224417,0.0001881036,0.0007170634,0.001520046,0.0001117165,0.0009250182,0.0008765129,0.9893326],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07788694,"threshold_uncertainty_score":0.1110962,"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."}}