{"id":"W2902612514","doi":"10.1002/aet2.10313","title":"Emergency Ultrasound Training Program in Guyana: Systematic Credentialing Process in a Resource‐limited Setting","year":2018,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Georgetown Hospital","funders":"National Institutes of Health; American Heart Association","keywords":"Credentialing; Curriculum; Emergency ultrasound; Medicine; Process (computing); Medical education; Resource (disambiguation); Emergency department; Engineering management; Nursing; Engineering; Computer science; Psychology; Pedagogy","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":[0.001125931,0.0001830465,0.0004262262,0.000320298,0.0001564857,0.00005782422,0.0001163325,0.0001307234,0.0001224464],"category_scores_gemma":[0.002421374,0.0001782448,0.00005732175,0.000980883,0.0001251076,0.0001405529,0.00001449822,0.0003337521,0.00001456352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007253729,"about_ca_system_score_gemma":0.0003447403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004224843,"about_ca_topic_score_gemma":0.000133178,"domain_scores_codex":[0.997847,0.0001100973,0.000971916,0.0004554305,0.0002342662,0.0003812419],"domain_scores_gemma":[0.9986342,0.0005321482,0.0002456096,0.0002627051,0.0001548468,0.0001705405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001600345,0.003965365,0.2980565,0.01483758,0.0002286536,0.00001116645,0.431014,0.00002359765,0.003625128,0.00339588,0.0006340491,0.244048],"study_design_scores_gemma":[0.004002843,0.0007826252,0.5916811,0.01902643,0.000441797,0.0005430782,0.3697694,0.003660433,0.0002581972,0.006261921,0.00253333,0.001038855],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894109,0.0003033113,0.0001320968,0.0009690832,0.0002041634,0.001452255,0.000001973643,0.0001249999,0.007401167],"genre_scores_gemma":[0.9928441,0.0000297738,0.005342172,0.0003976798,0.00036346,0.000736475,0.00006146779,0.00003397696,0.0001909013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2936246,"threshold_uncertainty_score":0.7268611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06376136171149606,"score_gpt":0.4035666775852492,"score_spread":0.3398053158737532,"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."}}