{"id":"W1606800629","doi":"","title":"Achieving Learning Outcomes Through Online Role-Play Simulation","year":2008,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Polytechnic","funders":"","keywords":"Computer science; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0009036096,0.000368819,0.000498388,0.0002329503,0.001578619,0.0002293524,0.0002712224,0.0002366742,0.0006991301],"category_scores_gemma":[0.000357256,0.0003857226,0.00007979826,0.0009002186,0.0002311796,0.0006342431,0.00005545561,0.001144223,0.0001124263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008120326,"about_ca_system_score_gemma":0.001500056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01145098,"about_ca_topic_score_gemma":0.004281864,"domain_scores_codex":[0.9956816,0.001200792,0.0007428253,0.0006979755,0.001014678,0.0006620699],"domain_scores_gemma":[0.997431,0.0005423497,0.00112627,0.0002957734,0.0002779468,0.0003266959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004674892,0.0003172168,0.8231209,0.00005703896,0.00001764126,0.000002312973,0.02527684,0.0008289943,0.00003098227,0.1383082,0.0004047448,0.01158839],"study_design_scores_gemma":[0.0003873688,0.0001549274,0.6816093,0.0002801173,0.00001107221,0.000001979668,0.01999946,0.0001726595,0.000004047064,0.001439901,0.2955268,0.0004123775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8718745,0.0006102984,0.00004195868,0.02944446,0.001734613,0.0007367422,0.00001191999,0.0002361653,0.09530932],"genre_scores_gemma":[0.8838075,0.001072366,0.0003089292,0.001580206,0.000796822,0.00007343672,0.00006736477,0.00004489177,0.1122485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2951221,"threshold_uncertainty_score":0.9998595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1440294917565978,"score_gpt":0.3817771301755157,"score_spread":0.2377476384189179,"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."}}