{"id":"W4386986543","doi":"10.1016/j.brachy.2023.06.029","title":"PP04  Presentation Time: 4:57 PM","year":2023,"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":"Health Sciences Centre; Sunnybrook Health Science Centre","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004499095,0.00009835439,0.0002676642,0.000199039,0.0001343863,0.00008401665,0.0001496964,0.00004426116,0.01114205],"category_scores_gemma":[0.00003684915,0.0001089095,0.0001097667,0.0003229938,0.00005388483,0.0002277999,0.00004214363,0.00004786825,0.1679868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003378619,"about_ca_system_score_gemma":0.000006922685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004833699,"about_ca_topic_score_gemma":0.000002358179,"domain_scores_codex":[0.999061,0.000007620484,0.0003172001,0.0003387209,0.0000274918,0.0002478898],"domain_scores_gemma":[0.9995236,0.00004623878,0.0001455599,0.0002263818,0.00001382058,0.00004441201],"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":[0.00003844219,0.00004462335,0.008054376,0.000008515096,0.0001223658,0.000004537388,0.001284435,0.0001862626,0.00006507771,0.05162856,0.9351227,0.003440064],"study_design_scores_gemma":[0.001704472,0.00004029517,0.02069119,0.000005096779,0.000003692753,0.000001612754,0.0002911088,0.005781217,0.00007124658,0.02051142,0.9506222,0.0002764275],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2502393,0.001416821,0.0002390866,0.001668506,0.003998275,0.0004748292,0.0003151256,0.0004060679,0.741242],"genre_scores_gemma":[0.106188,0.001010101,0.0002610383,0.0005387653,0.0003406614,0.00007205341,0.00006391251,0.00003269214,0.8914928],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1568447,"threshold_uncertainty_score":0.9897619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04613866099911736,"score_gpt":0.2365945890669692,"score_spread":0.1904559280678518,"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."}}