{"id":"W4402113566","doi":"10.1097/01.eem.0001052188.15803.c5","title":"Reducing Pediatric CTs Just Got Easier","year":2024,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.001564827,0.001868488,0.0008565235,0.001784628,0.001874947,0.003758546,0.001100554,0.00433538,0.1082501],"category_scores_gemma":[0.01643763,0.0005186939,0.001558207,0.0006179576,0.00113499,0.008561758,0.002737568,0.01181815,0.03652424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001406247,"about_ca_system_score_gemma":0.00225588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004332516,"about_ca_topic_score_gemma":0.005657971,"domain_scores_codex":[0.9980701,0.0003521868,0.0002136801,0.0003080206,0.0006878789,0.0003681383],"domain_scores_gemma":[0.9915493,0.001257655,0.0004970271,0.0003973875,0.003676155,0.002622468],"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":[0.00005268545,0.0001112071,0.001576908,0.0003388055,0.00003506798,0.0007501096,0.0001131258,0.00009338395,0.0002452838,0.00225577,0.8445522,0.1498754],"study_design_scores_gemma":[0.0001291838,0.000305054,0.00504629,0.005431692,0.0001121048,0.008112768,0.001129125,0.0001219495,0.00055817,0.01080297,0.9681696,0.00008102816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003573782,0.05138756,0.00747826,0.7349462,0.1080607,0.000252842,0.001672393,0.003151362,0.08947693],"genre_scores_gemma":[0.04511187,0.1434883,0.0249027,0.5340567,0.1160908,0.0004542839,0.002777995,0.001714611,0.1314028],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1082501,"threshold_uncertainty_score":0.3621328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05303263749865716,"score_gpt":0.3608630639264772,"score_spread":0.30783042642782,"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."}}