{"id":"W4317939420","doi":"10.1016/j.adro.2023.101184","title":"Management of Patients with Cardiovascular Implantable Electronic Devices Undergoing Radiation Therapy: A National Survey of Canadian Multidisciplinary Radiation Oncology Professionals","year":2023,"lang":"en","type":"article","venue":"Advances in Radiation Oncology","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; McMaster University; London Health Sciences Centre; University of Toronto","funders":"Varian Medical Systems; AstraZeneca","keywords":"Medicine; Respondent; Radiation oncology; Demographics; Family medicine; Professional association; Medical radiation; Radiation therapy; Medical physics; Internal medicine; Demography","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":[],"consensus_categories":[],"category_scores_codex":[0.001296195,0.0001532566,0.0006716604,0.001180961,0.0001141891,0.00000374918,0.00004077677,0.0001385036,0.00001034837],"category_scores_gemma":[0.0001639889,0.0001377589,0.00009975147,0.001814458,0.00006893056,0.000244159,0.00002800246,0.0001251414,0.00001025936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001098174,"about_ca_system_score_gemma":0.001361057,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003841083,"about_ca_topic_score_gemma":0.02254043,"domain_scores_codex":[0.9979479,0.0003604219,0.0005371661,0.0003059324,0.0005024978,0.0003460702],"domain_scores_gemma":[0.9981108,0.0008502114,0.0003898768,0.0001739951,0.0003978819,0.00007726818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00077744,0.0001845788,0.8762146,0.0001813793,0.0008071123,0.000007323699,0.0008184223,0.0264036,0.00001312221,0.0005540583,0.0006960245,0.0933424],"study_design_scores_gemma":[0.00435449,0.0005639365,0.913168,0.00008134705,0.00006660346,0.000007716683,0.0003815498,0.0003284311,0.00007045198,0.0001108118,0.08074447,0.0001222044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971489,0.00983588,0.00009233036,0.0002253612,0.000442871,0.001168392,0.0001580204,0.00004426142,0.01654388],"genre_scores_gemma":[0.9786285,0.01975216,0.000225372,0.00006555526,0.00004859739,0.0001016156,0.001105182,0.00001853668,0.00005455395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0932202,"threshold_uncertainty_score":0.9952956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0257908340685459,"score_gpt":0.3619897244654959,"score_spread":0.3361988903969501,"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."}}