{"id":"W4200113825","doi":"10.1111/ijsa.12368","title":"Virtual simulation: New method for assessing teamwork skills","year":2021,"lang":"en","type":"article","venue":"International Journal of Selection and Assessment","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Teamwork; Psychology; Situational ethics; Applied psychology; Personality; Sample (material); Fidelity; Peer assessment; Medical education; Social psychology; Computer science; Mathematics education","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000406565,0.0000929903,0.0001961321,0.0002030957,0.00009088541,0.0001242393,0.00005196815,0.00006807214,0.0003660804],"category_scores_gemma":[0.0002068489,0.00008825417,0.0001052042,0.0001753948,0.000009854879,0.0002567208,0.0000127687,0.0002303682,0.000001113874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003840546,"about_ca_system_score_gemma":0.001979964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001283926,"about_ca_topic_score_gemma":0.000003035803,"domain_scores_codex":[0.998681,0.00007310831,0.0005147928,0.0001499683,0.000477005,0.0001040918],"domain_scores_gemma":[0.9961656,0.0007069196,0.0003471324,0.00005893551,0.002550011,0.0001714237],"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":[0.0004051179,0.0009976052,0.3990275,0.00008138775,0.0009457016,0.0000434513,0.001482848,0.1396493,0.006275569,0.006794329,0.00501794,0.4392792],"study_design_scores_gemma":[0.008463682,0.0008782717,0.5979446,0.0008782439,0.0003510455,0.001893254,0.004225913,0.2968261,0.008439619,0.003983169,0.07575648,0.0003596926],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.153646,0.0001733395,0.8285527,0.01462394,0.002431598,0.0001744729,0.000003719344,0.00001962114,0.0003746363],"genre_scores_gemma":[0.8176212,0.00003426331,0.1785886,0.001193139,0.001799005,0.000003789728,0.00002345608,0.00001261107,0.0007239572],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6639752,"threshold_uncertainty_score":0.4008324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04180744371118929,"score_gpt":0.503534996877846,"score_spread":0.4617275531666567,"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."}}