{"id":"W4310691705","doi":"10.1016/j.brachy.2022.09.046","title":"GPP09  Presentation Time: 10:00 AM","year":2022,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kelowna General Hospital; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Medicine; Brachytherapy; Dosimetry; Radiology; Nuclear medicine; Vagina; Radiation treatment planning; Medical physics; Radiation therapy; 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":[0.001235497,0.001382477,0.001278452,0.001519584,0.003564245,0.007213707,0.001872647,0.00578737,0.9376445],"category_scores_gemma":[0.004104359,0.0007765649,0.001830464,0.000782121,0.0008379424,0.001665819,0.005044184,0.003036149,0.8724869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001685706,"about_ca_system_score_gemma":0.001784394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003756135,"about_ca_topic_score_gemma":0.009428827,"domain_scores_codex":[0.9991018,0.0001119596,0.00002129849,0.000113684,0.0002908873,0.0003604658],"domain_scores_gemma":[0.9974301,0.0002552712,0.00005570424,0.0001535514,0.0007764027,0.001328985],"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":[0.000349924,0.00008669008,0.0001477796,0.0001023681,0.000007712592,0.0001422329,0.0000536018,0.00004402298,0.0005904203,0.0009109165,0.9779567,0.01960767],"study_design_scores_gemma":[0.0001064344,0.0001422424,0.001569591,0.0001813558,0.000007878903,0.00009894462,0.0001291087,0.0001495449,0.0004969311,0.0009575803,0.9961393,0.00002107211],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001753201,0.0003524682,0.000659712,0.004257187,0.01082494,0.0004471619,0.003473401,0.003609589,0.9746222],"genre_scores_gemma":[0.00342397,0.0001357341,0.0002131123,0.0007784287,0.0009588522,0.0001050902,0.0008741966,0.0009064353,0.9926043],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06235546,"threshold_uncertainty_score":0.08894247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02227538652206236,"score_gpt":0.3110306123445972,"score_spread":0.2887552258225348,"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."}}