{"id":"W4200494578","doi":"10.1186/s13089-021-00249-z","title":"Critical care ultrasound training: a survey exploring the “education gap” between potential and reality in Canada","year":2021,"lang":"en","type":"article","venue":"The Ultrasound Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary; University of Alberta","funders":"","keywords":"Curriculum; Medical education; Medicine; Competence (human resources); Descriptive statistics; Family medicine; Nursing; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004254975,0.0001932137,0.000328167,0.002189631,0.004862366,0.001979562,0.0014941,0.0006996202,0.002625731],"category_scores_gemma":[0.0140191,0.0003710345,0.0002998578,0.004197047,0.001832966,0.00105005,0.002160389,0.001146109,0.0001577876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05662065,"about_ca_system_score_gemma":0.1180297,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9865436,"about_ca_topic_score_gemma":0.9879439,"domain_scores_codex":[0.9946446,0.0005042235,0.0003903575,0.0003854034,0.002659764,0.001415665],"domain_scores_gemma":[0.9852888,0.002301873,0.002235624,0.0001180055,0.006109223,0.003946456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001001553,0.000135848,0.9170818,0.0006226331,0.00003400903,0.0005469675,0.03643671,0.0001688258,0.0004604229,0.0007094147,0.00810988,0.03559322],"study_design_scores_gemma":[0.000009294492,0.00009572531,0.9179287,0.0004620721,0.00001772203,0.0001852863,0.07125743,0.0005653835,0.0001711874,0.00008554696,0.009184361,0.00003735531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844115,0.001175867,0.0002047385,0.005949241,0.00002799687,0.0001237928,0.001256102,0.00001916324,0.006831579],"genre_scores_gemma":[0.9972038,0.000837248,0.0002816475,0.0009220731,0.00000552586,0.00003614541,0.0002572272,0.000006432965,0.0004498928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05662065,"threshold_uncertainty_score":0.4108136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1729014393653362,"score_gpt":0.377504432267828,"score_spread":0.2046029929024918,"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."}}