{"id":"W4404886746","doi":"10.1097/01.eem.0001095512.80655.fb","title":"A Stone's Throw from Mayo Clinic and not an Ultrasound Tech in Sight","year":2024,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sight; Optometry; Medicine; Art; Optics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005462644,0.0001749148,0.0003650817,0.0002011266,0.00004931246,0.000006133776,0.00008248987,0.0001562335,0.01350246],"category_scores_gemma":[0.0006101935,0.0001280703,0.00004142872,0.0003660439,0.0001164152,0.0002488327,0.00001408005,0.0004564652,0.0001551107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000462596,"about_ca_system_score_gemma":0.0001097806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003449886,"about_ca_topic_score_gemma":0.0008670531,"domain_scores_codex":[0.9984321,0.0001042259,0.0005439479,0.0004838124,0.0001987912,0.0002371153],"domain_scores_gemma":[0.9990075,0.000343406,0.00007664661,0.0003460056,0.0000358713,0.0001905671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006418306,0.0005414215,0.4786959,0.0004257596,0.000292489,0.0002429503,0.02741281,0.00000195033,0.1129952,0.0003677667,0.3174894,0.06089251],"study_design_scores_gemma":[0.001850589,0.00173969,0.5566432,0.000562418,0.0005622896,0.0002058129,0.007924991,0.0006784647,0.0004013081,0.002228732,0.4268429,0.0003596386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9499472,0.01344523,0.00009231362,0.02212141,0.004223926,0.0003103609,0.000005673443,0.00008439674,0.009769455],"genre_scores_gemma":[0.9718744,0.0153523,0.0005308862,0.0008081854,0.003072027,0.00003581421,0.000143606,0.00003587008,0.008146944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1125939,"threshold_uncertainty_score":0.9873993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07626213313009596,"score_gpt":0.4185958106943259,"score_spread":0.3423336775642299,"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."}}