{"id":"W1982700844","doi":"10.1145/2468356.2468550","title":"GEMS","year":2013,"lang":"en","type":"article","venue":"","topic":"Digital Games and Media","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Narrative; Computer science; Multimedia; Human–computer interaction; World Wide Web; Art","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003610565,0.00001126168,0.00001614042,0.000004778256,0.00001480765,0.00005544346,0.00004287847,0.00001090542,0.004299722],"category_scores_gemma":[0.00003169635,0.000008355408,0.000009987138,0.0000317229,0.00003924131,0.000130801,0.000005942899,0.000009122019,0.002568506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004570414,"about_ca_system_score_gemma":0.00001445348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001114461,"about_ca_topic_score_gemma":0.0003461821,"domain_scores_codex":[0.9998039,0.000003788201,0.00001992911,0.00002761974,0.00006512358,0.00007962213],"domain_scores_gemma":[0.9998877,0.00001106737,0.00000351921,0.00002583967,0.00001452451,0.00005733013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[6.566988e-8,0.000007427231,0.0007148195,2.946893e-7,9.120201e-7,1.88731e-7,0.00217437,3.76447e-8,0.00001940565,0.1608871,0.06683988,0.7693555],"study_design_scores_gemma":[0.00001284012,0.000002497015,0.001696095,4.224815e-7,1.952985e-7,1.894326e-8,0.001767331,0.000001459583,0.00001065962,0.001792451,0.9946998,0.00001627849],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03483662,0.00000924389,0.00001799043,0.00189253,0.0001261673,0.00004365245,5.475845e-8,0.00003744542,0.9630363],"genre_scores_gemma":[0.497448,0.000007545249,0.0001071734,0.0003996511,0.00006955206,0.000002965435,1.087206e-7,7.248614e-7,0.5019643],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9278598,"threshold_uncertainty_score":0.9982081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01719975030499123,"score_gpt":0.2787578505699149,"score_spread":0.2615581002649237,"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."}}