{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006523271,0.0002878739,0.0008229077,0.0004774124,0.0002033397,0.00001199419,0.0003162088,0.0001458438,0.01272162],"category_scores_gemma":[0.0001318797,0.0002563732,0.0002851052,0.002199628,0.00008468476,0.00006492253,0.00004267135,0.0003955436,0.00001313764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004318987,"about_ca_system_score_gemma":0.002042855,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1344776,"about_ca_topic_score_gemma":0.1491448,"domain_scores_codex":[0.9970466,0.0002007026,0.0005373524,0.0005278845,0.001070222,0.000617215],"domain_scores_gemma":[0.9978685,0.0004091672,0.0001779165,0.0004331704,0.0002998393,0.0008114224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01202863,0.001063318,0.1076839,0.0001380508,0.0006562821,0.00008140531,0.0002647639,0.0001665209,0.0007815791,0.0004623325,0.002357613,0.8743156],"study_design_scores_gemma":[0.04304357,0.007742763,0.7107306,0.0002298353,0.0001312738,0.00009817917,0.0001151435,0.001026675,0.001739253,0.0008617764,0.2334915,0.000789489],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781813,0.008310721,0.0001695135,0.006708136,0.001161136,0.00258195,0.001142221,0.0001001915,0.001644847],"genre_scores_gemma":[0.986482,0.001278436,0.0006400754,0.008924664,0.0003042341,0.001115552,0.0003536297,0.0000869152,0.0008145279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8735262,"threshold_uncertainty_score":0.9999889,"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."}}