{"id":"W3007121684","doi":"10.1007/s10140-020-01761-w","title":"Assessment of RAdiopaque Patient IDentification Stickers (RAPIDS) for patient-scan correlation in a mass casualty incident","year":2020,"lang":"en","type":"article","venue":"Emergency Radiology","topic":"Autopsy Techniques and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Radiography; Sternum; Legibility; Forehead; Forensic identification; Radiology; Nuclear medicine; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.000217278,0.0001524258,0.0004466182,0.0001384195,0.0000361574,0.000001974368,0.00008730367,0.0001389331,0.0001871065],"category_scores_gemma":[0.0002745091,0.0001424712,0.0001383889,0.0002485789,0.00004522116,0.00005942142,0.00002565726,0.0001661961,0.000003299169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001973562,"about_ca_system_score_gemma":0.0001149121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008977776,"about_ca_topic_score_gemma":0.00002145305,"domain_scores_codex":[0.9982173,0.0001095241,0.0009329976,0.0003316821,0.0001765608,0.0002318884],"domain_scores_gemma":[0.9991142,0.000057762,0.0003959649,0.0002258477,0.00009779636,0.0001084362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003598608,0.0002643504,0.9144771,0.0003194081,0.000131604,0.00002730232,0.004172804,0.000889606,0.04931236,0.004866563,0.008129805,0.01704923],"study_design_scores_gemma":[0.001780541,0.003286568,0.9299462,0.00005574921,0.0001544198,0.00003593836,0.0009161634,0.05253119,0.00551905,0.0009517782,0.004516819,0.0003055879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8770725,0.0004011478,0.1177621,0.001884819,0.0007552862,0.001621216,0.00003196845,0.00006896156,0.0004021046],"genre_scores_gemma":[0.992956,0.000233991,0.006030376,0.0002805807,0.00007132656,0.0001983329,0.0001658311,0.00002162857,0.00004187206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1158836,"threshold_uncertainty_score":0.5809807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184474442575765,"score_gpt":0.3251600220463586,"score_spread":0.303315277620601,"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."}}