{"id":"W4403760025","doi":"10.1016/j.brachy.2024.08.093","title":"Saturday, July 13, 202410:30 AM - 11:30 AMPPP01 Presentation Time: 10:30 AM","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"","keywords":"Medicine; Presentation (obstetrics); Family medicine; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002399626,0.0003266555,0.0005733131,0.0001395437,0.0001095749,0.0001552673,0.0001451357,0.0002789241,0.02103776],"category_scores_gemma":[0.0004040615,0.0002453903,0.0002600638,0.0003735099,0.0001066802,0.0001501902,0.00004033973,0.0003684658,0.01089132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005169164,"about_ca_system_score_gemma":0.0001303021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000544821,"about_ca_topic_score_gemma":0.000009425396,"domain_scores_codex":[0.9979082,0.00009786166,0.0004818899,0.0005607717,0.0004767222,0.000474524],"domain_scores_gemma":[0.9985362,0.0005889984,0.00007870867,0.0004260468,0.0001117026,0.0002583009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000549523,0.00105162,0.00367826,0.0005142196,0.0003686302,0.0009768925,0.0008976166,0.00009149633,0.002530237,0.003481016,0.9234827,0.06237784],"study_design_scores_gemma":[0.006878241,0.001669609,0.02717012,0.0006573246,0.0003405819,0.0001996131,0.0001909206,0.007904604,0.001704043,0.007274639,0.945182,0.0008283194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8252061,0.0357444,0.003328284,0.01715073,0.002078811,0.003962539,0.0001677084,0.001914667,0.1104468],"genre_scores_gemma":[0.9225338,0.005831587,0.002117602,0.008355371,0.001922263,0.0003660538,0.0005638924,0.0002293376,0.0580801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09732771,"threshold_uncertainty_score":0.9999998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02014374031488127,"score_gpt":0.3164505429293828,"score_spread":0.2963068026145016,"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."}}