{"id":"W4413444421","doi":"10.1016/j.brachy.2025.06.039","title":"MSOP04  Presentation Time: 5:15 PM","year":2025,"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":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Presentation (obstetrics); Medical physics; 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":[0.001360131,0.001546581,0.001384766,0.001864079,0.003878337,0.007954654,0.001962452,0.00606437,0.929643],"category_scores_gemma":[0.003816372,0.0009147492,0.001948996,0.0008625844,0.000790816,0.001504163,0.003979339,0.00268722,0.8123059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001840061,"about_ca_system_score_gemma":0.001437447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003083081,"about_ca_topic_score_gemma":0.00915554,"domain_scores_codex":[0.9991204,0.0001207602,0.00002381321,0.0001151635,0.000252643,0.0003672056],"domain_scores_gemma":[0.9972913,0.0002939947,0.00007522773,0.0001455767,0.0007740966,0.00141983],"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":[0.001038569,0.0001227893,0.0003280646,0.0001519636,0.00001781406,0.0003207595,0.00007532874,0.00008976532,0.00104308,0.001082504,0.9735798,0.02214958],"study_design_scores_gemma":[0.000237728,0.0003669853,0.003659144,0.0002991059,0.00001983096,0.0002277071,0.0002026322,0.0003336357,0.00122005,0.001308708,0.9920874,0.00003709571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003939234,0.0007704797,0.0009842573,0.007008591,0.01638418,0.000495927,0.004789653,0.00533382,0.9602939],"genre_scores_gemma":[0.00702574,0.0002218814,0.000249105,0.0008065699,0.001926681,0.00009230457,0.0009758702,0.000968528,0.9877334],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07035697,"threshold_uncertainty_score":0.1003556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097991017212745,"score_gpt":0.3129426101774958,"score_spread":0.3019627000053683,"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."}}