{"id":"W4386986399","doi":"10.1016/j.brachy.2023.06.134","title":"PO33","year":2023,"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":"University of Calgary","funders":"","keywords":"Vagina; Medicine; Brachytherapy; Nuclear medicine; Homogeneous; Gynecology; Urology; Radiology; Radiation therapy; Surgery; Mathematics","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":[],"category_scores_codex":[0.00004911461,0.00006363723,0.0001104503,0.00005287818,0.00003319556,0.000008100104,0.00002194591,0.00002497349,0.0002859833],"category_scores_gemma":[0.00000577444,0.0000484373,0.00005585381,0.0002230256,0.00001531791,0.00002625794,0.000006707487,0.00003882863,0.0008566622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003416362,"about_ca_system_score_gemma":0.00003194806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001147531,"about_ca_topic_score_gemma":0.000001560132,"domain_scores_codex":[0.9995418,0.000006743633,0.00007420378,0.0001282004,0.00009871316,0.0001503146],"domain_scores_gemma":[0.999713,0.00002243421,0.00001567928,0.0001615469,0.00001993664,0.00006739775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002925394,0.0001851668,0.2622089,0.00006256381,0.0003030435,0.0007524493,0.0007405402,0.000007459053,0.008325981,0.002858155,0.1564081,0.5678551],"study_design_scores_gemma":[0.002549658,0.000666282,0.58518,0.0000507928,0.00002511788,0.00004017257,0.00005077778,0.00007475216,0.009400238,0.0007977224,0.4010554,0.0001090495],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838601,0.001105631,0.00001117133,0.008347938,0.0001877381,0.0002690744,0.000008334399,0.0002914284,0.005918534],"genre_scores_gemma":[0.9888937,0.003046603,0.0002025976,0.002706131,0.0001982008,0.0001125719,0.00005471373,0.00002285028,0.004762649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.567746,"threshold_uncertainty_score":0.9999213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02846149094105076,"score_gpt":0.3200164142171987,"score_spread":0.291554923276148,"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."}}