{"id":"W3173391844","doi":"10.1016/j.brachy.2021.05.065","title":"MSOR03 Presentation Time: 10:10 AM","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002788138,0.0001126741,0.000323179,0.00008649564,0.0001295892,0.0001250788,0.0001249174,0.00005377508,0.1519233],"category_scores_gemma":[0.00006340681,0.0001311007,0.0001394598,0.0001744969,0.00005707932,0.0002449512,0.0000453803,0.00005074796,0.09531564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004618366,"about_ca_system_score_gemma":0.00001929222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001734943,"about_ca_topic_score_gemma":0.000003450445,"domain_scores_codex":[0.9989562,0.00001342528,0.0003599498,0.000419197,0.00002921221,0.0002220385],"domain_scores_gemma":[0.9993955,0.00004165834,0.0001732064,0.0002942701,0.00004357601,0.00005178848],"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":[0.00006207464,0.000139465,0.002862668,0.00001027665,0.0001852268,0.00001043505,0.0006567715,0.00005799593,0.0001534993,0.03259171,0.9595798,0.003690032],"study_design_scores_gemma":[0.001302406,0.00002556423,0.003765989,0.000003988927,0.000004195062,0.000003539672,0.0001551137,0.0008527918,0.0002572093,0.004952845,0.9884797,0.0001966692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06487164,0.00395848,0.0001818602,0.0007845333,0.001625691,0.0001768808,0.0001833192,0.00007117548,0.9281464],"genre_scores_gemma":[0.0196187,0.0004560341,0.0004469141,0.0004441985,0.0001899485,0.00002576311,0.00004880789,0.0000178679,0.9787518],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0566077,"threshold_uncertainty_score":0.9053888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03632790831522319,"score_gpt":0.2271449001037509,"score_spread":0.1908169917885277,"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."}}