{"id":"W2581309210","doi":"10.1111/medu.13211","title":"Ultrasound in undergraduate medical education: a systematic and critical review","year":2017,"lang":"en","type":"review","venue":"Medical Education","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":138,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto","funders":"","keywords":"Context (archaeology); Point of care ultrasound; Medical education; Ultrasound; Empirical research; Psychology; Medicine; Radiology; Epistemology","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003330833,0.0005742385,0.003803464,0.0002960988,0.0001828126,0.000099712,0.0007909574,0.001194486,0.002051526],"category_scores_gemma":[0.2368983,0.0004280966,0.000456527,0.0005174542,0.0008641186,0.0001384306,0.000130317,0.001989341,0.0004910345],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004247609,"about_ca_system_score_gemma":0.03278342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007990799,"about_ca_topic_score_gemma":0.00005668658,"domain_scores_codex":[0.9932625,0.0007097386,0.002701858,0.0009783335,0.001887456,0.0004601476],"domain_scores_gemma":[0.9859087,0.008772254,0.0009310779,0.002181982,0.0004456025,0.001760346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001664393,0.001338998,0.00004398489,0.5105339,0.00005882756,0.000007770825,0.0000174188,2.505953e-10,7.274021e-9,0.003924899,0.04537349,0.4386991],"study_design_scores_gemma":[0.0001315985,0.0000337678,0.00003308407,0.4511334,0.001408663,0.002167947,0.00001531299,0.000002012343,7.146489e-9,0.0009932027,0.5438669,0.0002141089],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002223465,0.947084,0.00005980381,0.04447863,0.001219641,0.00350826,0.000008826662,0.00006523378,0.003573395],"genre_scores_gemma":[0.00003270455,0.978594,0.0006456212,0.01359033,0.001043635,0.003868299,0.0006074511,0.00007940315,0.00153857],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4984934,"threshold_uncertainty_score":0.9998171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1076006462079326,"score_gpt":0.5061694805324227,"score_spread":0.3985688343244901,"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."}}