{"id":"W4386211081","doi":"10.7759/cureus.44279","title":"The Perceived Effectiveness of Various Forms of Feedback on the Acquisition of Technical Skills by Advanced Learners in Simulation-Based Health Professions Education","year":2023,"lang":"en","type":"article","venue":"Cureus","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ontario Institute of Technology; Durham College","funders":"","keywords":"Medicine; Medical education; Health care; Peer feedback; Health professionals; Knowledge acquisition; Test (biology); Knowledge management; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.009598599,0.0004652344,0.000455867,0.000856351,0.0002955232,0.001594247,0.0003432169,0.0006687635,0.002252162],"category_scores_gemma":[0.06626141,0.0002353731,0.0005727187,0.0002404238,0.0005615588,0.0009195691,0.0008855842,0.0007656676,0.0003031167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005000784,"about_ca_system_score_gemma":0.0006466422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005747037,"about_ca_topic_score_gemma":0.0007777468,"domain_scores_codex":[0.991581,0.004580244,0.0006247647,0.0003235722,0.002466422,0.0004239772],"domain_scores_gemma":[0.9370733,0.04854895,0.005849509,0.001131326,0.004352283,0.003044689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003182635,0.005383646,0.6734148,0.001519721,0.0005549068,0.0003761393,0.04060784,0.002842731,0.01914509,0.0003927392,0.0008693143,0.2517103],"study_design_scores_gemma":[0.0002225708,0.02090168,0.9245045,0.0009223621,0.0004452534,0.0007810462,0.03441871,0.005965342,0.007997326,0.0003739996,0.003263842,0.0002033333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981917,0.0001159072,0.0005383209,0.00005641207,0.000008119306,0.00003437769,0.00001635107,0.00001233842,0.00102658],"genre_scores_gemma":[0.9981368,0.0001861186,0.001291062,0.00004344397,0.000007268487,0.00003346857,0.00002561823,0.000005448323,0.000270848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009598599,"threshold_uncertainty_score":0.05076283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097663431468909,"score_gpt":0.3872040366340033,"score_spread":0.3662274023193142,"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."}}