{"id":"W2945127999","doi":"","title":"Immersion Clinical Simulation (ICS): what is a real Impact on knowledge acquisition?","year":2019,"lang":"en","type":"article","venue":"Open Repository and Bibliography (University of Liège)","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Immersion (mathematics); Knowledge acquisition; Computer science; Knowledge management; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002705529,0.000268709,0.0003871835,0.0004771757,0.0002728821,0.001245938,0.0005554659,0.0005734125,0.006426041],"category_scores_gemma":[0.01974198,0.0001230961,0.0004523486,0.0003544372,0.0008536954,0.0008925395,0.00133519,0.0005123517,0.0003682119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008077353,"about_ca_system_score_gemma":0.001740018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001541135,"about_ca_topic_score_gemma":0.001791768,"domain_scores_codex":[0.9971429,0.001520017,0.0001173437,0.0001937857,0.0007116596,0.0003143191],"domain_scores_gemma":[0.9846002,0.009926763,0.001584237,0.0002971712,0.00120079,0.002390818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002618528,0.004672754,0.5275919,0.002921935,0.0003174035,0.0003842846,0.007462671,0.0009539955,0.003120195,0.00113541,0.00222017,0.4466008],"study_design_scores_gemma":[0.0001767209,0.0105231,0.9583899,0.002092124,0.0003920977,0.0005759422,0.01289671,0.002414222,0.003406211,0.002083734,0.006982163,0.00006704921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903273,0.002775769,0.0004546949,0.00149204,0.00005744444,0.00005331329,0.00006187812,0.00001479445,0.004762568],"genre_scores_gemma":[0.9983606,0.0009196814,0.0002975197,0.00009246198,0.00003160731,0.00002435014,0.00003861478,0.000002832276,0.0002322794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006426041,"threshold_uncertainty_score":0.02149725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04298164342681789,"score_gpt":0.3925879627626993,"score_spread":0.3496063193358814,"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."}}