{"id":"W4403761290","doi":"10.1016/j.brachy.2024.08.039","title":"MSOR5 Presentation Time: 5:20 PM","year":2024,"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); Medical physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001789229,0.001733737,0.001542338,0.002354369,0.003391591,0.0106324,0.002037914,0.005092188,0.94382],"category_scores_gemma":[0.006653244,0.0008083493,0.00213245,0.001337122,0.0007087961,0.001604373,0.003694536,0.002884033,0.8397561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002516864,"about_ca_system_score_gemma":0.001662698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004433489,"about_ca_topic_score_gemma":0.0110866,"domain_scores_codex":[0.9989333,0.0001485303,0.00003135779,0.0001492673,0.0004067378,0.0003308351],"domain_scores_gemma":[0.9967344,0.0004556661,0.00009814506,0.0001962844,0.001245085,0.00127047],"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":[0.000467782,0.00004954548,0.00009686085,0.0001113915,0.0000106522,0.00008461545,0.00004426335,0.00007383522,0.0003608054,0.001452951,0.9807752,0.01647211],"study_design_scores_gemma":[0.0001520337,0.0001778273,0.001298216,0.0002360318,0.00001555199,0.0000592832,0.0001623394,0.0003391411,0.0007339111,0.00147655,0.9953222,0.00002705126],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001732708,0.0005718544,0.001116594,0.005756965,0.01800519,0.0004824612,0.00791354,0.004833634,0.9595872],"genre_scores_gemma":[0.005279275,0.0001592986,0.0002338417,0.0005664557,0.001985458,0.00008459475,0.001271014,0.001142779,0.9892772],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05618,"threshold_uncertainty_score":0.08013386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03199788239104751,"score_gpt":0.2326833249055203,"score_spread":0.2006854425144728,"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."}}