{"id":"W4406000231","doi":"10.1111/tct.70014","title":"Self‐Learning Videos in Focused Transthoracic Echocardiography Training","year":2025,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto General Hospital; University of Toronto","funders":"","keywords":"Randomized controlled trial; Test (biology); Medicine; Intervention (counseling); Physical therapy; Medical physics; Psychology; Medical education; Nursing; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.004286448,0.0001822547,0.0006285179,0.0001424629,0.0001299083,0.0000256097,0.0003221397,0.0003230838,0.0001742037],"category_scores_gemma":[0.002499995,0.0001257233,0.0006079104,0.00107383,0.0003260123,0.00004838229,0.00004644966,0.002209062,0.0001177202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004401647,"about_ca_system_score_gemma":0.0001604714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001394989,"about_ca_topic_score_gemma":0.000008731648,"domain_scores_codex":[0.9971737,0.0006594593,0.001111922,0.0004762456,0.0002287799,0.000349883],"domain_scores_gemma":[0.9944994,0.004515726,0.0001149595,0.0006712062,0.00005974401,0.0001389106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003004371,0.001172495,0.7919382,0.00005516967,0.0004614314,0.000008643895,0.001403655,0.00002725986,0.0001020148,0.001818193,0.00151609,0.2011963],"study_design_scores_gemma":[0.003779572,0.0003573253,0.7784767,0.000251606,0.0005849061,0.000006282999,0.0008384765,0.001306353,0.00003494234,0.01194244,0.2021594,0.000261999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9063267,0.0004023958,0.005075656,0.02023617,0.0002685024,0.001192891,0.000002369324,0.0005688382,0.06592648],"genre_scores_gemma":[0.9883418,0.0002709465,0.00617971,0.002328778,0.0002829684,0.0001424754,0.000008758866,0.00002954523,0.002414999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2009344,"threshold_uncertainty_score":0.9597399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09762623571099494,"score_gpt":0.4329338501160668,"score_spread":0.3353076144050718,"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."}}