{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005768069,0.0002849363,0.0003097822,0.001551365,0.002938468,0.001871118,0.001251881,0.000569315,0.00920629],"category_scores_gemma":[0.001888656,0.0003106164,0.0006348632,0.003688881,0.0006375026,0.0003184228,0.0005756077,0.0007227737,0.000567154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08263163,"about_ca_system_score_gemma":0.08931021,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9977418,"about_ca_topic_score_gemma":0.9992099,"domain_scores_codex":[0.9990922,0.00009577051,0.00004899958,0.0001153491,0.0003930817,0.0002546266],"domain_scores_gemma":[0.9968733,0.0002766951,0.0004442572,0.000055812,0.001612889,0.0007371053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007100513,0.0002025422,0.727744,0.001066501,0.000481035,0.001512675,0.003377116,0.004134638,0.003604851,0.00658371,0.07071412,0.1798688],"study_design_scores_gemma":[0.00006417296,0.0001145899,0.9030718,0.0006127131,0.0001335802,0.0007033347,0.002295076,0.001780297,0.0007667015,0.000158246,0.09022765,0.00007180482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8397475,0.03559995,0.001944337,0.01233115,0.0004666122,0.0002990861,0.025011,0.0004391983,0.08416103],"genre_scores_gemma":[0.9538772,0.01061721,0.001449832,0.001530089,0.00006837626,0.00007484517,0.002607069,0.0001061965,0.02966929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08263163,"threshold_uncertainty_score":0.5995373,"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."}}