{"id":"W4417179049","doi":"10.18192/uojm.v15i2.6943","title":"Innovating Point-of-Care Ultrasound (POCUS) Education: A New Era of Undergraduate Medical Education at the University of Ottawa","year":2025,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Curriculum; Cornerstone; Undergraduate education; Medical school; Curriculum development; Higher education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.008571105,0.0004631348,0.0004646834,0.001106635,0.004841824,0.006852441,0.002472207,0.00292997,0.006288286],"category_scores_gemma":[0.01869593,0.0006134476,0.0006926622,0.0009002181,0.007968962,0.002915247,0.0076909,0.00459891,0.001320049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02984203,"about_ca_system_score_gemma":0.1433378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2321391,"about_ca_topic_score_gemma":0.4993527,"domain_scores_codex":[0.9925713,0.002160207,0.0005733568,0.0006006287,0.002019578,0.002074949],"domain_scores_gemma":[0.9502218,0.004453689,0.002261481,0.001503844,0.009090898,0.03246836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000258729,0.001089654,0.104256,0.003464434,0.00008313828,0.001738273,0.0496504,0.00276679,0.01730159,0.03712146,0.170078,0.6121914],"study_design_scores_gemma":[0.0000611995,0.0009332989,0.1392614,0.005093781,0.00009276769,0.002221416,0.05648837,0.002161975,0.006741608,0.01323311,0.7732854,0.0004256957],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.3195614,0.02112776,0.0383342,0.5414189,0.006189932,0.0006610043,0.0005781217,0.001070075,0.07105868],"genre_scores_gemma":[0.7831137,0.02270976,0.08583649,0.04820251,0.001055118,0.0004485232,0.0005111521,0.0002788279,0.05784401],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2321391,"threshold_uncertainty_score":0.4615758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01269718803797597,"score_gpt":0.2965494427014343,"score_spread":0.2838522546634583,"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."}}