{"id":"W3177096476","doi":"10.1016/j.brachy.2021.05.037","title":"PP21 Presentation Time: 3:40 PM","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":"McGill University","funders":"","keywords":"Medicine; Presentation (obstetrics); 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":[0.000257472,0.00009747428,0.0002942913,0.00007434987,0.0001161475,0.0001095021,0.000108599,0.00004580249,0.02921169],"category_scores_gemma":[0.00004699578,0.0001131,0.0001245743,0.000164626,0.00004760965,0.0002267947,0.00004087587,0.0000537544,0.03710187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003960721,"about_ca_system_score_gemma":0.00001670587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003119059,"about_ca_topic_score_gemma":0.000004468174,"domain_scores_codex":[0.9990564,0.00001137773,0.0003292569,0.0003768113,0.00002543967,0.0002007102],"domain_scores_gemma":[0.9994754,0.00003594514,0.0001481748,0.0002628337,0.00003157034,0.0000461354],"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":[0.00009831663,0.0002553547,0.01376417,0.00001922888,0.0003591133,0.00002690481,0.001951143,0.0001432892,0.0003712076,0.1494221,0.8264148,0.007174371],"study_design_scores_gemma":[0.001738375,0.0000236891,0.00862715,0.000005619002,0.000004948044,0.000007318787,0.0002769504,0.001230988,0.0004841461,0.0139054,0.973442,0.0002534617],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09952123,0.006438454,0.0006600381,0.001421367,0.002930341,0.0002146128,0.0002001563,0.00008508371,0.8885287],"genre_scores_gemma":[0.07690409,0.001091583,0.001258409,0.001111336,0.0003355909,0.00003606411,0.00005243061,0.0000262411,0.9191843],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1470272,"threshold_uncertainty_score":0.9716758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03496632892381579,"score_gpt":0.2254127709069334,"score_spread":0.1904464419831176,"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."}}