{"id":"W2912378097","doi":"10.1097/pec.0000000000001677","title":"Credentialing Pediatric Emergency Medicine Faculty in Point-of-Care Ultrasound","year":2019,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Credentialing; Pediatric emergency medicine; Emergency ultrasound; Ultrasound; MEDLINE; Ultrasonography","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":[0.03657682,0.000623881,0.0005096199,0.002172693,0.005170233,0.006090711,0.003465662,0.004507259,0.02209966],"category_scores_gemma":[0.144382,0.0004988092,0.0005243371,0.001108158,0.002639758,0.004722769,0.007639516,0.005356811,0.009708559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00388484,"about_ca_system_score_gemma":0.03936091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00316467,"about_ca_topic_score_gemma":0.01015443,"domain_scores_codex":[0.9752734,0.01004248,0.002855207,0.0008302988,0.007650153,0.003348613],"domain_scores_gemma":[0.8347202,0.02963125,0.01530823,0.007928063,0.05799675,0.05441557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002669909,0.001677938,0.07638222,0.001295675,0.00003139003,0.001152046,0.00392592,0.00210873,0.003199898,0.01010499,0.2586498,0.6412043],"study_design_scores_gemma":[0.000340022,0.002327653,0.1926492,0.01205402,0.00006133873,0.006001274,0.01711064,0.006141966,0.0150141,0.02821527,0.7196712,0.0004133136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2599327,0.009884362,0.08001959,0.3463747,0.01296201,0.008547921,0.0009236909,0.003382789,0.2779723],"genre_scores_gemma":[0.7551717,0.007761701,0.164184,0.03155651,0.002941703,0.002807505,0.0007806051,0.000298836,0.03449748],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03657682,"threshold_uncertainty_score":0.1934391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03247223831311555,"score_gpt":0.3615693419454115,"score_spread":0.3290971036322959,"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."}}