{"id":"W4386986199","doi":"10.1016/j.brachy.2023.06.161","title":"PO60","year":2023,"lang":"hr","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":"Medicine; Medical physics","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":["insufficient_payload"],"category_scores_codex":[0.0002223796,0.00029174,0.0004294736,0.0001729564,0.0001365032,0.0000526232,0.0001103434,0.000138847,0.002145547],"category_scores_gemma":[0.00002567024,0.0002476027,0.000212844,0.0007455445,0.00007948903,0.00008623484,0.00003681462,0.0001855634,0.009271498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001894487,"about_ca_system_score_gemma":0.0001925368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009164791,"about_ca_topic_score_gemma":0.00001306581,"domain_scores_codex":[0.9981889,0.00005724762,0.0003152093,0.0004701452,0.0003362778,0.000632271],"domain_scores_gemma":[0.9989036,0.0001337014,0.00009487412,0.0005389994,0.0000687667,0.0002600298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004711397,0.0009078634,0.08046603,0.0002571928,0.001129012,0.001777145,0.004241994,0.00002900898,0.002157367,0.002572415,0.2646203,0.6413705],"study_design_scores_gemma":[0.006426839,0.00220615,0.424312,0.0005181577,0.0002112235,0.00004065936,0.0006956421,0.000347019,0.004992853,0.001108561,0.5587015,0.0004393766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.925042,0.03559215,0.00001768916,0.02459179,0.002828446,0.001247764,0.0001766542,0.000566033,0.00993752],"genre_scores_gemma":[0.910558,0.06300648,0.00007508708,0.003631415,0.001358795,0.00005310543,0.0001938454,0.00009613682,0.02102713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6409311,"threshold_uncertainty_score":0.9999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03217284751061939,"score_gpt":0.3196664401135737,"score_spread":0.2874935926029543,"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."}}