{"id":"W4248277870","doi":"10.1016/j.brachy.2021.06.008","title":"PP07 Presentation Time: 11:00 AM","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Presentation (obstetrics); Prostate cancer; National database; BETA (programming language); Oncology; Medical physics; Cancer; Internal medicine; Database; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001273397,0.0001070051,0.0002310592,0.00006924583,0.0000666574,0.00003209688,0.00004181988,0.00008450949,0.005221333],"category_scores_gemma":[0.00005279353,0.00009576762,0.000123574,0.0002992645,0.00002689045,0.0001211258,0.000006407623,0.00009748856,0.0004462021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003163286,"about_ca_system_score_gemma":0.0001092703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000812457,"about_ca_topic_score_gemma":0.000002189968,"domain_scores_codex":[0.9991096,0.00007625477,0.0002088843,0.0002133098,0.0002335482,0.0001583729],"domain_scores_gemma":[0.9993633,0.00008462666,0.00006646123,0.0002871174,0.0001010514,0.00009742867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002809431,0.0019183,0.1607738,0.0001365437,0.0008579756,0.0004969466,0.002382316,0.0001379142,0.426721,0.004603161,0.1537177,0.2454449],"study_design_scores_gemma":[0.01793497,0.000500807,0.2886331,0.00007502552,0.0001007943,0.000414359,0.0002070473,0.002289302,0.213917,0.001488442,0.4739979,0.0004413037],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713297,0.004419815,0.0009954625,0.005741786,0.0003509298,0.0004165866,0.000006525403,0.0001848751,0.01655433],"genre_scores_gemma":[0.9147434,0.001053642,0.002730051,0.01083336,0.001099252,0.00005188765,0.0002331876,0.00006169819,0.06919352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3202802,"threshold_uncertainty_score":0.995688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271301478834588,"score_gpt":0.2953886531315144,"score_spread":0.2826756383431686,"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."}}