{"id":"W2483953382","doi":"10.7863/ultra.15.09088","title":"Acquisition and Long‐term Retention of Bedside Ultrasound Skills in First‐Year Medical Students","year":2016,"lang":"en","type":"article","venue":"Journal of Ultrasound in Medicine","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; St Mary's Hospital Centre","funders":"","keywords":"Medicine; Likert scale; Rating scale; Dreyfus model of skill acquisition; Knowledge retention; Medical education; Curriculum; Ultrasound; Medical physics; Psychology; Radiology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003933244,0.0002341268,0.00100044,0.0005480482,0.00003866617,0.00001373661,0.0004110767,0.0003078707,0.001497114],"category_scores_gemma":[0.01175719,0.0001431918,0.0001379267,0.0005392047,0.0007293802,0.0002783507,0.00004846208,0.0006031421,0.00001121252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00024304,"about_ca_system_score_gemma":0.0001485726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003385508,"about_ca_topic_score_gemma":0.0001048115,"domain_scores_codex":[0.9951115,0.000158852,0.002172082,0.0003146752,0.001912707,0.0003301425],"domain_scores_gemma":[0.9913666,0.006658586,0.0008277371,0.0003653986,0.0003630455,0.0004186916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004006298,0.0009913644,0.9632579,0.0001239353,0.00008948,0.00007857104,0.0004013714,5.93433e-7,0.03137542,0.000178135,0.0009510989,0.002151521],"study_design_scores_gemma":[0.01058587,0.001419974,0.9767292,0.005035381,0.000159167,0.001437573,0.0002453262,8.258654e-7,0.0008709016,0.002972662,0.0004076285,0.000135457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905796,0.0006434505,0.001400143,0.00641822,0.0002871829,0.000386693,0.000009449667,0.00001075618,0.0002645285],"genre_scores_gemma":[0.9875982,0.01005828,0.001057532,0.0005042143,0.0005560044,0.00001049323,0.00001470094,0.00002717179,0.000173451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03050452,"threshold_uncertainty_score":0.9994156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0192175716778964,"score_gpt":0.3541927582636821,"score_spread":0.3349751865857857,"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."}}