{"id":"W2088917462","doi":"10.1145/1920778.1920822","title":"GameSoup","year":2010,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Usability; Human–computer interaction; Software engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007664458,0.001269658,0.0005180928,0.001132998,0.0007037685,0.002652907,0.001643284,0.0008497921,0.1164457],"category_scores_gemma":[0.00396613,0.0007949595,0.0007207415,0.0005604719,0.0004197895,0.002738536,0.003748609,0.001723091,0.06615055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008628257,"about_ca_system_score_gemma":0.001323361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003195814,"about_ca_topic_score_gemma":0.005640691,"domain_scores_codex":[0.9990428,0.0001674802,0.0000757871,0.0002245168,0.0003420186,0.0001474027],"domain_scores_gemma":[0.9986631,0.0002623677,0.00006606414,0.0002677793,0.0004483536,0.0002924147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001434718,0.0002753983,0.001882198,0.001515786,0.00009907845,0.0003936345,0.0009489185,0.002215488,0.01464263,0.08864986,0.5803957,0.3075466],"study_design_scores_gemma":[0.00009782431,0.00009242786,0.001274026,0.00009540951,0.00002021528,0.0003312985,0.00007994313,0.003900984,0.004349655,0.006727943,0.9829941,0.0000362056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.01654911,0.001746134,0.1777938,0.00164398,0.001187378,0.001599913,0.02210305,0.153691,0.6236857],"genre_scores_gemma":[0.1148973,0.001936427,0.1709775,0.002120166,0.0002001971,0.002024858,0.06028562,0.04844017,0.5991178],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1164457,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00495812854256398,"score_gpt":0.2265935078533241,"score_spread":0.2216353793107602,"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."}}