{"id":"W1975940918","doi":"10.1145/2583008.2583009","title":"Competition as an element of gamification for learning","year":2013,"lang":"en","type":"article","venue":"","topic":"Educational Games and Gamification","field":"Psychology","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Competition (biology); Context (archaeology); Element (criminal law); Knowledge management; Feeling; Psychology; Resource (disambiguation); Computer science; Mathematics education; Social psychology; Political science","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":[],"category_scores_codex":[0.0001427706,0.0000452777,0.00005754197,0.00004290601,0.00003362003,0.00001121252,0.0000596622,0.00003463859,0.006380123],"category_scores_gemma":[0.00002139332,0.00004101142,0.00002604304,0.00005009005,0.00001775423,0.00008386772,0.000003271776,0.00003218133,0.0004462272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001471504,"about_ca_system_score_gemma":0.00001228381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00027978,"about_ca_topic_score_gemma":0.000007954949,"domain_scores_codex":[0.9995024,0.00003990769,0.0001742965,0.0001345687,0.00006521469,0.00008362727],"domain_scores_gemma":[0.9994779,0.00006053886,0.00009894529,0.0001436694,0.0001876324,0.00003134066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001307918,0.0002865104,0.004382504,0.00001001681,0.00001254068,8.421615e-9,0.001792251,0.00003319005,0.009692918,0.9513972,0.002135077,0.03024474],"study_design_scores_gemma":[0.0008090527,0.0008935374,0.8107637,0.00001464307,0.0000276498,0.000003252596,0.01985699,0.002568131,0.003657211,0.03412803,0.1270552,0.0002225797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8742866,0.00004270081,0.06263192,0.002548139,0.000291018,0.0007990497,0.000002622867,0.00005759113,0.05934039],"genre_scores_gemma":[0.9838876,0.000004238545,0.003019631,0.0001510063,0.00007882955,0.000341549,0.0002389723,0.00000739271,0.01227084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9172691,"threshold_uncertainty_score":0.9945282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03138973725838443,"score_gpt":0.3557561508909032,"score_spread":0.3243664136325187,"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."}}