{"id":"W4392708308","doi":"10.21125/inted.2024.0866","title":"SIMULATION-BASED LEARNING FACILITATION USING THE HELPERS MODEL","year":2024,"lang":"en","type":"article","venue":"INTED proceedings","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Facilitation; Computer science; Artificial intelligence; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001797626,0.0001427117,0.0001100152,0.0002147337,0.0003018574,0.0001487264,0.0001306679,0.0001080209,0.0002002872],"category_scores_gemma":[0.001380389,0.0001060138,0.0000699782,0.0006077883,0.0000855154,0.0001258764,0.00001620642,0.0009176706,0.00008824474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009383775,"about_ca_system_score_gemma":0.00004914472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005775941,"about_ca_topic_score_gemma":2.367088e-7,"domain_scores_codex":[0.9989364,0.0001202774,0.0002195652,0.0003088307,0.0001791062,0.0002358185],"domain_scores_gemma":[0.9987777,0.0008094527,0.00006730871,0.00007221868,0.000246607,0.00002668089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005270176,0.00001695471,0.001044355,0.00005062044,0.00006139047,0.000001766243,0.05337457,0.9052848,0.01248567,0.01210002,0.0003894737,0.0151377],"study_design_scores_gemma":[0.0001147334,0.00005283755,0.0001510933,0.00009794824,0.00002450521,0.000001903569,0.003980656,0.9841546,0.0002050786,0.0006970046,0.01038916,0.000130508],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4599903,0.0001070494,0.5317037,0.0004588352,0.0003414085,0.0001198932,0.000001516402,0.0004128663,0.006864474],"genre_scores_gemma":[0.9865462,1.573334e-7,0.009624726,0.0002809342,0.0001290989,0.00002058736,0.000005900446,0.00003585856,0.003356606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5265558,"threshold_uncertainty_score":0.4323117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1027879235525554,"score_gpt":0.4352236716033914,"score_spread":0.332435748050836,"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."}}