{"id":"W4225297417","doi":"10.1016/j.brachy.2022.03.003","title":"Brachytherapy workflow for locally advanced cervical cancer: A survey of Canadian Medical Physicists","year":2022,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Alberta Medical Association","funders":"","keywords":"Medicine; Brachytherapy; Cervical cancer; Radiation treatment planning; Medical physics; Nuclear medicine; Medical prescription; Contouring; Radiology; Cancer; Radiation therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003060734,0.0003806514,0.0003805787,0.004034068,0.003127688,0.001902125,0.001909291,0.0008312085,0.004680863],"category_scores_gemma":[0.01823727,0.000551529,0.0008174186,0.008837029,0.0008944196,0.0006675294,0.001553948,0.0008012284,0.0005313587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04595575,"about_ca_system_score_gemma":0.0985634,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9556516,"about_ca_topic_score_gemma":0.9773303,"domain_scores_codex":[0.9949634,0.0004071032,0.0004127624,0.0005391024,0.002733227,0.0009444603],"domain_scores_gemma":[0.9780553,0.002988332,0.004038146,0.0004232074,0.01079798,0.003697153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000277474,0.00008885102,0.8328574,0.0008549467,0.0001805949,0.0003572086,0.01162645,0.001258602,0.001835384,0.001223969,0.03496127,0.1144778],"study_design_scores_gemma":[0.000015478,0.00008205115,0.9312754,0.0005128304,0.00006517135,0.0006197827,0.008530744,0.0006875715,0.0002891298,0.0001312269,0.05770103,0.00008952314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.893211,0.02681743,0.00232221,0.0174248,0.0002925881,0.0004765415,0.01524354,0.0003593963,0.04385251],"genre_scores_gemma":[0.9578543,0.02166142,0.004479205,0.004735634,0.00007253059,0.0001042741,0.004213232,0.0002186976,0.006660798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04595575,"threshold_uncertainty_score":0.3334339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03423528454720063,"score_gpt":0.3224964831917909,"score_spread":0.2882611986445903,"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."}}