{"id":"W4412054973","doi":"10.29173/assert86","title":"Simulations in Social Studies","year":2025,"lang":"en","type":"article","venue":"Annals of Social Studies Education Research for Teachers","topic":"Innovative Teaching Methodologies in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007160398,0.0006476,0.000527353,0.002295851,0.003204903,0.009014791,0.00117005,0.002488557,0.0195379],"category_scores_gemma":[0.01270867,0.0003686672,0.0005850699,0.001530655,0.01448206,0.008135883,0.007670039,0.002732672,0.001789927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00296666,"about_ca_system_score_gemma":0.003152332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001595399,"about_ca_topic_score_gemma":0.001981189,"domain_scores_codex":[0.9926408,0.006118728,0.0002184735,0.0003391121,0.0004946719,0.0001882268],"domain_scores_gemma":[0.9854274,0.01130769,0.0004655621,0.001587639,0.0004114649,0.0008003177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000790564,0.00002401532,0.0003033516,0.0001439238,0.000006776223,0.00008800856,0.006056724,0.001046378,0.00008293139,0.9682164,0.005304152,0.01871949],"study_design_scores_gemma":[0.00001547383,0.0000276281,0.0002551971,0.0004432644,0.000006368448,0.0001606297,0.004041056,0.002087385,0.000148501,0.6841767,0.308621,0.00001685633],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02183602,0.02556362,0.1959023,0.04566423,0.003467714,0.0003699035,0.0003489247,0.0007124543,0.7061349],"genre_scores_gemma":[0.8094949,0.02007759,0.1025662,0.00348525,0.002061318,0.001527273,0.0003915721,0.0002960139,0.06009985],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0195379,"threshold_uncertainty_score":0.06536078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7988340674149101,"score_gpt":0.7305638676942815,"score_spread":0.06827019972062864,"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."}}