{"id":"W2886645394","doi":"10.1371/journal.pone.0201694","title":"Impact of clinical history on choice of abdominal/pelvic CT protocol in the Emergency Department","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Radiology practices and education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Radiological Society of North America; Javna Agencija za Raziskovalno Dejavnost RS; RSNA Research and Education Foundation; American Roentgen Ray Society","keywords":"Medicine; Emergency department; Specialty; Protocol (science); Medical history; Grading (engineering); Physical examination; Clinical history; Radiology; Emergency medicine; Medical physics; Family medicine; Surgery; Pathology; Nursing; Alternative medicine","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":[0.0369412,0.0003774743,0.0004769042,0.002404189,0.0005188403,0.00167462,0.0005696225,0.0004816497,0.001004623],"category_scores_gemma":[0.2002725,0.0004686771,0.0006320989,0.001217511,0.000732754,0.001161926,0.001248249,0.0004691314,0.0002593271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000854022,"about_ca_system_score_gemma":0.001185759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002256251,"about_ca_topic_score_gemma":0.004700614,"domain_scores_codex":[0.9673526,0.01818058,0.006357825,0.001587198,0.005867351,0.0006544788],"domain_scores_gemma":[0.7063186,0.1934885,0.05607921,0.006017807,0.03390626,0.004189688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008478301,0.00005092482,0.9797155,0.0002314718,0.0001738737,0.000201101,0.001248117,0.0002067148,0.0005560123,0.00002449169,0.000303781,0.01644022],"study_design_scores_gemma":[0.00003671919,0.001180694,0.9904459,0.0002682003,0.0002422833,0.001574674,0.001780948,0.002078332,0.001438703,0.00007581912,0.0008337434,0.00004403555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947573,0.001628386,0.001418184,0.0002360425,0.00007769625,0.0001432712,0.0001476266,0.00003618004,0.001555403],"genre_scores_gemma":[0.9975629,0.0002377195,0.00195533,0.00004256998,0.00003374774,0.00002261757,0.00006326675,0.000006508537,0.00007526408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0369412,"threshold_uncertainty_score":0.1953661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2580114089808456,"score_gpt":0.4738366345964229,"score_spread":0.2158252256155774,"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."}}