{"id":"W4403759702","doi":"10.1016/j.brachy.2024.08.244","title":"PO0432","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":"London Health Sciences Centre","funders":"","keywords":"Medicine; Family 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003785005,0.00007102446,0.0001000096,0.00004206477,0.00001996645,0.00002885008,0.00001788096,0.0000261955,0.0004814018],"category_scores_gemma":[0.000002437196,0.0000499411,0.00007173365,0.0001087298,0.00001614721,0.00004348733,0.000004067625,0.00005935973,0.0003433134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005987688,"about_ca_system_score_gemma":0.00005951553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001112098,"about_ca_topic_score_gemma":0.000001654173,"domain_scores_codex":[0.9995623,0.000005650415,0.00007489868,0.0001556944,0.00008689363,0.0001145405],"domain_scores_gemma":[0.999763,0.00002338058,0.000006291416,0.0001314169,0.00001392869,0.00006198777],"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":[0.0001008944,0.0002246901,0.01671061,0.0001254285,0.0003129518,0.0008355025,0.000447424,0.000001416271,0.002391473,0.009156896,0.04791486,0.9217778],"study_design_scores_gemma":[0.0008420245,0.0006373633,0.03704797,0.0002082483,0.00005046934,0.0001547253,0.0000176655,0.0001423124,0.008959365,0.001262408,0.9505798,0.00009770421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.858543,0.08796067,0.000340642,0.02250736,0.00105343,0.000620242,0.00002355547,0.0005858942,0.02836523],"genre_scores_gemma":[0.9902088,0.003348978,0.0003775528,0.002052018,0.0003066422,0.00007165016,0.00001822287,0.00002309476,0.003593032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9216802,"threshold_uncertainty_score":0.5271012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01680436159721912,"score_gpt":0.3132110555443833,"score_spread":0.2964066939471642,"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."}}