{"id":"W4412856807","doi":"10.1007/978-3-031-85308-1_24","title":"Ultrasound Education","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Ultrasound; Medicine; Radiology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004075152,0.001067853,0.0005710707,0.001646149,0.001630446,0.003217518,0.0008702448,0.001550073,0.4298061],"category_scores_gemma":[0.001073972,0.0005700741,0.0004157975,0.001132574,0.0006276258,0.002132931,0.002786,0.002556473,0.3227227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009852847,"about_ca_system_score_gemma":0.001541067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002221902,"about_ca_topic_score_gemma":0.00992037,"domain_scores_codex":[0.9996718,0.00003681439,0.000009628186,0.00005085539,0.0001899004,0.00004095615],"domain_scores_gemma":[0.9995366,0.0000798863,0.00001656386,0.00005928759,0.0001668181,0.0001408156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001264163,0.00007014882,0.0001117518,0.0001137987,0.000001748264,0.00005543177,0.0001690439,0.0001520914,0.0006994304,0.01888556,0.7241592,0.2555691],"study_design_scores_gemma":[0.000001216353,0.000008694462,0.0001753036,0.00007949767,9.525436e-7,0.00009529544,0.00004785677,0.00007157229,0.0001084194,0.001883329,0.9975256,0.000002348959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002614559,0.002894134,0.002160674,0.001349905,0.001174791,0.00003922333,0.0001150371,0.000337702,0.9916671],"genre_scores_gemma":[0.0004452003,0.0008863945,0.0003663887,0.0003040011,0.0001202817,0.000009387748,0.00005047033,0.00004119551,0.9977767],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4298061,"threshold_uncertainty_score":0.8133124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03135831688462196,"score_gpt":0.348312346460601,"score_spread":0.3169540295759791,"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."}}