{"id":"W4403761024","doi":"10.1016/j.brachy.2024.08.095","title":"PPP03 Presentation Time: 10:48 AM","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"Medicine; Presentation (obstetrics); Surgery","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":[0.001519894,0.001648339,0.001705469,0.001719304,0.004198572,0.009133096,0.002017932,0.008343969,0.925483],"category_scores_gemma":[0.005002588,0.0009846466,0.002320093,0.001028086,0.0009697325,0.001954881,0.005112004,0.003720517,0.8482717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002048808,"about_ca_system_score_gemma":0.001867416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004573829,"about_ca_topic_score_gemma":0.01092834,"domain_scores_codex":[0.9988075,0.0001515603,0.00003359801,0.0001555289,0.0003313795,0.0005204772],"domain_scores_gemma":[0.9969575,0.0002806449,0.0000799164,0.000175319,0.0009753811,0.001531296],"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":[0.0007168248,0.0001217502,0.0002385121,0.0001501117,0.00001670178,0.0002501589,0.00007197577,0.00007981661,0.0007738604,0.001169715,0.9764297,0.01998091],"study_design_scores_gemma":[0.0002250596,0.0002488253,0.003534521,0.0003542797,0.00001776117,0.0001797898,0.0001908663,0.0002752853,0.0006625046,0.001309362,0.9929638,0.00003801889],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002307876,0.0007245432,0.000875095,0.005469024,0.0211971,0.000660171,0.00482503,0.004421816,0.9595193],"genre_scores_gemma":[0.00545447,0.0002490321,0.0001816037,0.0009505465,0.002050237,0.0001496731,0.001074229,0.0009396837,0.9889504],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07451695,"threshold_uncertainty_score":0.1062894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158704556999654,"score_gpt":0.3177060099429411,"score_spread":0.3018355542429757,"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."}}