{"id":"W1505078044","doi":"","title":"Revisiting Activity Theory As a Theoretical Framework For Designing Goal-Based Simulations","year":2005,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Management science; Epistemology; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008299348,0.000122239,0.0001663758,0.0003636954,0.0006140361,0.00008960259,0.0001710097,0.0001623467,0.001653228],"category_scores_gemma":[0.004002456,0.0001191098,0.00003290933,0.0004668715,0.0006839866,0.00022814,0.000019463,0.0002296856,0.00004046542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001071993,"about_ca_system_score_gemma":0.0006667851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001145103,"about_ca_topic_score_gemma":0.00008722371,"domain_scores_codex":[0.9988092,0.0001571349,0.0002609054,0.000208591,0.0002592638,0.0003048776],"domain_scores_gemma":[0.9948034,0.004446076,0.0001785601,0.0001460112,0.0003190971,0.0001068816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002893771,0.00003046638,0.000596433,0.000009843385,0.00000869869,7.730816e-8,0.004259802,0.00000575241,0.00007817135,0.9747155,0.0000877758,0.02017849],"study_design_scores_gemma":[0.0002363262,0.00003620911,0.0002643474,0.0000884375,0.00001425777,6.352026e-7,0.001612364,0.0005767553,0.0009065786,0.9932811,0.002848293,0.0001347451],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03487549,0.00008103321,0.09619777,0.855635,0.001094112,0.001110234,0.00005573243,0.0002079745,0.01074265],"genre_scores_gemma":[0.9861998,0.00001544141,0.01148591,0.0006836223,0.001113546,0.0002342488,0.00004136907,0.000009316263,0.000216762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9513243,"threshold_uncertainty_score":0.9992594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03848937554244724,"score_gpt":0.3721522192259858,"score_spread":0.3336628436835385,"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."}}