{"id":"W2129384364","doi":"10.3389/fonc.2012.00129","title":"Recommendations for safer radiotherapy: what’s the message?","year":2012,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"SAFER; Staffing; Audit; Documentation; Patient safety; Medicine; Accreditation; Health care; Medical education; Nursing; Business; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0241548,0.001025727,0.0009444278,0.004669999,0.002888869,0.00856177,0.002723463,0.004194485,0.01020852],"category_scores_gemma":[0.1221596,0.0006784755,0.001108965,0.005465917,0.002052213,0.01095327,0.002329009,0.007352304,0.007372673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005528856,"about_ca_system_score_gemma":0.02312787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01774982,"about_ca_topic_score_gemma":0.03099301,"domain_scores_codex":[0.9787933,0.008699537,0.002717083,0.0007548826,0.008020739,0.001014513],"domain_scores_gemma":[0.8696418,0.05596589,0.009643036,0.003501788,0.0532419,0.008005614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00012696,0.0002167972,0.01116577,0.005802427,0.0001382967,0.0006700617,0.01714906,0.0004665995,0.00175772,0.007438498,0.579693,0.3753748],"study_design_scores_gemma":[0.00004944993,0.0001710595,0.01231843,0.01332079,0.0002077532,0.0003801095,0.05022013,0.0006286727,0.00102723,0.00956377,0.911965,0.0001475539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03446391,0.02353558,0.02269747,0.8122593,0.01891709,0.003258485,0.005292479,0.002046706,0.07752907],"genre_scores_gemma":[0.2306879,0.1090155,0.4072014,0.1514697,0.007624184,0.003796624,0.01261377,0.001729519,0.07586145],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0241548,"threshold_uncertainty_score":0.1277443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0353071609962137,"score_gpt":0.3520697780806041,"score_spread":0.3167626170843904,"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."}}