{"id":"W2735410510","doi":"10.1016/j.clon.2017.06.007","title":"Can the Aviation Industry be Useful in Teaching Oncology about Safety?","year":2017,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Aviation; Oncology; Medical physics; Clinical Oncology; Internal medicine; Intensive care medicine; Cancer; Engineering; Aerospace engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004080073,0.000179041,0.0009419579,0.00006951474,0.0006336434,0.00001414439,0.0005422313,0.002061204,0.0002716951],"category_scores_gemma":[0.006608297,0.0001192501,0.000174811,0.00005370108,0.001597371,0.0001124257,0.0001515196,0.004543322,0.00003585632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007955525,"about_ca_system_score_gemma":0.001280162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001240073,"about_ca_topic_score_gemma":0.001760055,"domain_scores_codex":[0.996898,0.001049861,0.001042842,0.0004441599,0.0001443711,0.0004207969],"domain_scores_gemma":[0.9939328,0.004162853,0.0007510186,0.0008937689,0.00006645537,0.000193139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00115374,0.0008602256,0.5852599,0.000007876058,0.00009264301,0.0003722611,0.0005218016,0.00001232881,0.00003191009,0.00427792,0.005344173,0.4020653],"study_design_scores_gemma":[0.003749053,0.0018218,0.4796177,0.00002846764,0.00005126504,0.0001130039,0.0001583849,0.00006833344,0.000005535042,0.001452883,0.5128511,0.00008251784],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6548771,0.0003585374,0.0002842089,0.255036,0.005048612,0.000675638,0.000008654507,0.0000553658,0.08365589],"genre_scores_gemma":[0.9547609,0.001212514,0.00223702,0.03416414,0.0033096,0.00005172347,0.00001689914,0.00002716517,0.004220041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5075069,"threshold_uncertainty_score":0.9992343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1232231258492043,"score_gpt":0.5496619836320292,"score_spread":0.4264388577828249,"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."}}