{"id":"W2515548021","doi":"10.1186/s12909-016-0726-x","title":"Does video feedback analysis improve CPR performance in phase 5 medical students?","year":2016,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Video feedback; Cohort; Cardiopulmonary resuscitation; Session (web analytics); Curriculum; Medicine; Medical education; Video modeling; Simulated patient; Cohort study; Fidelity; Psychology; Emergency medicine; Resuscitation; Teaching method; Internal medicine; Computer science; Mathematics education; Pedagogy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001884878,0.0002872972,0.0003480806,0.0003561056,0.0001403628,0.0003752607,0.0003165775,0.000402184,0.002929601],"category_scores_gemma":[0.01490881,0.0001108589,0.0002479531,0.0001761961,0.0001209883,0.000311155,0.0003224715,0.0002835909,0.000378449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003746601,"about_ca_system_score_gemma":0.000599603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00218486,"about_ca_topic_score_gemma":0.004372746,"domain_scores_codex":[0.9992315,0.0003569659,0.00006071763,0.0000607101,0.0002042752,0.00008586706],"domain_scores_gemma":[0.9950497,0.0021966,0.00105984,0.000106579,0.0007756377,0.0008115848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01477985,0.009770808,0.2443359,0.0009843051,0.0001686049,0.0001346342,0.001772877,0.0007833687,0.009436294,0.00003333715,0.002817346,0.7149827],"study_design_scores_gemma":[0.0009916533,0.05652962,0.9285384,0.0005049855,0.0001717539,0.0002930332,0.001280744,0.003082461,0.005942067,0.00005020834,0.0025752,0.00003984786],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984291,0.0002737683,0.0002979607,0.0001825432,0.00003154919,0.0001114848,0.00005186493,0.00002925265,0.0005925094],"genre_scores_gemma":[0.9979651,0.000287697,0.001137922,0.00006672747,0.00002423131,0.00006688298,0.00008719791,0.000003932131,0.0003603551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002929601,"threshold_uncertainty_score":0.009968281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01927808611347744,"score_gpt":0.4147725488363961,"score_spread":0.3954944627229187,"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."}}