{"id":"W2746593048","doi":"10.1016/j.clon.2017.08.001","title":"Mitigating the Barriers to a Culture of Quality and Safety in Radiation Oncology","year":2017,"lang":"en","type":"editorial","venue":"Clinical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Ottawa Hospital; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Quality assurance; Radiation oncology; Patient safety; SWORD; Medical physics; Safety culture; Quality (philosophy); Quality management; Radiation therapy; Health care; Radiation Therapist; Safety net; Surgery; Operations management; Pathology; Management system; Computer 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":[0.01401203,0.003555233,0.002869423,0.00279029,0.00546139,0.01201426,0.004181813,0.03063463,0.00816696],"category_scores_gemma":[0.04903073,0.00119619,0.002588475,0.001558647,0.005250166,0.00742061,0.003363702,0.0486447,0.004623967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004700346,"about_ca_system_score_gemma":0.008061386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003558615,"about_ca_topic_score_gemma":0.01233087,"domain_scores_codex":[0.9877889,0.003174836,0.001551066,0.000838886,0.005852569,0.0007937956],"domain_scores_gemma":[0.9392387,0.03647929,0.002413253,0.0009917739,0.01531062,0.005566434],"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":[0.00001361779,0.0000173169,0.00003138653,0.0002884672,0.00001845036,0.00008656056,0.00006969991,0.00002473806,0.00003525809,0.0008640922,0.990717,0.007833344],"study_design_scores_gemma":[0.00003522621,0.00003055554,0.0003113213,0.0011195,0.00006721869,0.000236998,0.00027129,0.00009870788,0.00009464595,0.002469826,0.9952345,0.00003020814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003100155,0.007243566,0.00009671714,0.08411864,0.9074445,0.00001024332,0.00001177839,0.00001713862,0.001026455],"genre_scores_gemma":[0.0004020588,0.006459898,0.0001097268,0.0325113,0.9559097,0.00001528713,0.000007907099,0.00001860668,0.004565576],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03063463,"threshold_uncertainty_score":0.07410353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05820074643619452,"score_gpt":0.5557414567239841,"score_spread":0.4975407102877896,"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."}}