{"id":"W2337815645","doi":"10.1542/gr.35-2-24","title":"Overutilization of Ultrasound?","year":2016,"lang":"en","type":"article","venue":"AAP Grand Rounds","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ultrasound; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02172166,0.0003436076,0.0007931174,0.0009426528,0.002264436,0.002982623,0.003015507,0.01626344,0.01603618],"category_scores_gemma":[0.1693072,0.000420467,0.001113672,0.001142018,0.004916178,0.005382083,0.001934358,0.01444534,0.002786902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006564977,"about_ca_system_score_gemma":0.01980961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02975618,"about_ca_topic_score_gemma":0.04813925,"domain_scores_codex":[0.9753311,0.01162426,0.00212613,0.002160462,0.006560914,0.002197147],"domain_scores_gemma":[0.905937,0.05312177,0.008838535,0.002606725,0.02225759,0.007238432],"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":[0.00005445626,0.00001094246,0.001646845,0.0002701946,0.00005173897,0.0005857037,0.0009189696,0.00005061057,0.00005251195,0.01778335,0.9505579,0.02801676],"study_design_scores_gemma":[0.00005709167,0.00003381492,0.002096299,0.00461108,0.0000908932,0.001767163,0.002970399,0.0001592728,0.0001852538,0.01621967,0.9717404,0.00006868028],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002902469,0.004506375,0.00008137058,0.9848905,0.005535876,0.000002925325,0.00002712419,0.000006993226,0.004658482],"genre_scores_gemma":[0.0164262,0.008011241,0.0002296794,0.9528126,0.02023937,0.00001757038,0.0000350349,0.00004081707,0.002187465],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02975618,"threshold_uncertainty_score":0.1148765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156643901370079,"score_gpt":0.2626134013546066,"score_spread":0.2510469623409058,"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."}}