{"id":"W2964228106","doi":"10.2196/13568","title":"Introduction of Ultrasound Simulation in Medical Education: Exploratory Study","year":2019,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exploratory research; Ultrasound; Computer science; Psychology; Medical education; Mathematics education; Medical physics; Medicine; Sociology; Radiology; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0127116,0.0005366492,0.0005154246,0.001123403,0.001849356,0.002396629,0.00126004,0.001410391,0.00367713],"category_scores_gemma":[0.02900041,0.0006603779,0.0005250321,0.0007307896,0.001150095,0.001547963,0.002512502,0.0017834,0.0005856647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001916286,"about_ca_system_score_gemma":0.003311376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001366404,"about_ca_topic_score_gemma":0.002316653,"domain_scores_codex":[0.9910278,0.006354646,0.0002866436,0.0003972699,0.0007717715,0.001161862],"domain_scores_gemma":[0.9719998,0.01852066,0.002668106,0.0009427805,0.002006995,0.003861723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002605029,0.07272816,0.5846239,0.001372402,0.0001283805,0.001535108,0.2451891,0.001008451,0.003339655,0.001163985,0.001505562,0.08480028],"study_design_scores_gemma":[0.0008756696,0.04487252,0.5932711,0.0007888505,0.0001890424,0.001196177,0.3362305,0.003761777,0.003174846,0.0005760155,0.01491231,0.0001510934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984187,0.00004306135,0.0001521792,0.00007854484,0.000004228536,0.0002582228,0.00001764853,0.000004161629,0.001023232],"genre_scores_gemma":[0.997887,0.0001573466,0.0007760363,0.0001409141,0.00001041949,0.0004216992,0.00003739564,0.000003952855,0.0005653109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0127116,"threshold_uncertainty_score":0.06722617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02164204595926711,"score_gpt":0.4071034034773652,"score_spread":0.3854613575180981,"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."}}