{"id":"W3193651683","doi":"10.1016/j.brachy.2021.07.002","title":"Utilization of brachytherapy in Quebec, Canada","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital","funders":"Canada Research Chairs","keywords":"Brachytherapy; Medicine; Medical physics; Statistical analysis; Radiation therapy; Retrospective cohort study; Observational study; Nuclear medicine; Radiology; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006518224,0.000154336,0.0002703172,0.00005626063,0.00003304236,0.00001457534,0.0001209376,0.000039879,0.001213942],"category_scores_gemma":[0.000003889904,0.0001608724,0.00006198446,0.0003847772,0.00003403671,0.0001640132,0.00001098841,0.0001203341,4.924802e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009858014,"about_ca_system_score_gemma":0.0006031889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5564103,"about_ca_topic_score_gemma":0.756155,"domain_scores_codex":[0.9989669,0.00007688539,0.0003199718,0.0002434674,0.0001752162,0.000217551],"domain_scores_gemma":[0.9993448,0.00006082531,0.000136042,0.0003198285,0.0000963842,0.00004213638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008671463,0.0004061082,0.323824,0.00002533146,0.0001300294,0.00002943314,0.0007657687,0.0006011627,0.04605482,0.02913431,0.002913725,0.5960286],"study_design_scores_gemma":[0.00314842,0.00009002585,0.0869266,0.0001251169,0.00001047471,0.000005594211,0.0006199248,0.0009910273,0.6139768,0.01036019,0.2829257,0.0008200631],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7964963,0.004095161,0.1926483,0.0009553466,0.0003124336,0.0004506404,0.00005701461,0.00008900472,0.00489576],"genre_scores_gemma":[0.9901975,0.0002475352,0.006553742,0.0004815329,0.0001443072,0.00003786565,0.00006740486,0.00004400036,0.002226053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5952086,"threshold_uncertainty_score":0.9996991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01159092550890514,"score_gpt":0.2725773171902026,"score_spread":0.2609863916812974,"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."}}