{"id":"W4386986230","doi":"10.1016/j.brachy.2023.06.135","title":"PO34","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Traditional 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005418728,0.00006149816,0.0001327376,0.00008919805,0.00002261056,0.000005987075,0.00002910925,0.00003342493,0.002189985],"category_scores_gemma":[0.00001144638,0.00004463832,0.00007091055,0.0006196347,0.0000105494,0.00002410248,0.000007840653,0.00005053508,0.002586587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002357183,"about_ca_system_score_gemma":0.0000184066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001968589,"about_ca_topic_score_gemma":0.00000168179,"domain_scores_codex":[0.9994893,0.000009174671,0.00008069047,0.0001255725,0.0001469451,0.0001482916],"domain_scores_gemma":[0.9997097,0.0000348124,0.00001467702,0.0001402492,0.00001809472,0.00008251974],"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":[0.001407145,0.0003218138,0.270929,0.00007209163,0.000318539,0.0003381385,0.000257995,0.000004000829,0.01537275,0.00196505,0.01387419,0.6951392],"study_design_scores_gemma":[0.008481838,0.001030944,0.6879316,0.00003657666,0.00003115165,0.00004036085,0.00005346806,0.00004590415,0.004666189,0.00266932,0.2948647,0.0001479486],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732406,0.0004088752,0.000005547557,0.0021856,0.0002293761,0.0002044315,0.000003341599,0.0002818586,0.02344039],"genre_scores_gemma":[0.9817067,0.0004233316,0.0001280381,0.001980564,0.0002644351,0.0000296694,0.00003303316,0.00001766036,0.01541662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6949913,"threshold_uncertainty_score":0.9987221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04042997503882622,"score_gpt":0.3386600626493941,"score_spread":0.2982300876105679,"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."}}