{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04057622,0.00055375,0.0005390186,0.003449692,0.005254595,0.003431007,0.002938695,0.001659199,0.003792976],"category_scores_gemma":[0.04751993,0.0007522632,0.0004944623,0.00162351,0.00196315,0.001882926,0.009026373,0.002701461,0.00136367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009860869,"about_ca_system_score_gemma":0.06395678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009451134,"about_ca_topic_score_gemma":0.02756847,"domain_scores_codex":[0.9729131,0.01936036,0.001744705,0.001033361,0.002496818,0.00245159],"domain_scores_gemma":[0.9442815,0.01542654,0.007993571,0.005015816,0.01085281,0.01642966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009496154,0.009523562,0.07612607,0.005470834,0.00006717333,0.005158056,0.04340649,0.002275381,0.01026769,0.002247798,0.0206539,0.8238535],"study_design_scores_gemma":[0.002554982,0.02270136,0.5995639,0.02104856,0.000252057,0.006700291,0.1195624,0.00745168,0.01613457,0.004374021,0.1989429,0.0007131661],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8252269,0.006762233,0.02604761,0.02107756,0.000748294,0.09799783,0.0004863735,0.001239544,0.02041362],"genre_scores_gemma":[0.8580441,0.003819986,0.103938,0.005270452,0.0002145434,0.02178381,0.0005425601,0.0001199269,0.006266691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04057622,"threshold_uncertainty_score":0.2145901,"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."}}