{"id":"W4293863347","doi":"10.1109/siu55565.2022.9864959","title":"Collective Success Measure and Analysis in Gamification","year":2022,"lang":"en","type":"article","venue":"2022 30th Signal Processing and Communications Applications Conference (SIU)","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Measure (data warehouse); Cluster analysis; Term (time); Hierarchical clustering; Computer science; Statistics; Econometrics; Mathematics; Data mining; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.000363088,0.0001463144,0.0002066635,0.0005271353,0.0009333907,0.0001128905,0.0004217887,0.00004951497,0.0001132712],"category_scores_gemma":[0.000006138965,0.000179307,0.00003263852,0.003217851,0.000181464,0.0001950632,0.00008993861,0.0004174573,0.000001775927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001560716,"about_ca_system_score_gemma":0.0002401647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005750018,"about_ca_topic_score_gemma":0.0004519558,"domain_scores_codex":[0.998868,0.00009169456,0.0003975603,0.0002861958,0.0001925959,0.0001639453],"domain_scores_gemma":[0.998966,0.00009670348,0.00009348996,0.0005725304,0.0002075233,0.00006377341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006047199,0.001224714,0.1121226,0.0003589691,0.0007077637,0.000001524451,0.02560852,0.04446622,0.01255552,0.1635762,0.0002767219,0.6390408],"study_design_scores_gemma":[0.0008344275,0.00005051296,0.2041136,0.00003315378,0.0004806475,0.000009638095,0.009000142,0.7602128,0.0001976307,0.007402344,0.01694981,0.0007152176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3030247,0.01165432,0.6561643,0.004631336,0.00004400648,0.00290848,0.0006980076,0.001025448,0.01984938],"genre_scores_gemma":[0.9940082,0.0003166895,0.001973418,0.00006448502,0.000005941868,0.00295173,0.0004889559,0.00001589325,0.000174622],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7157466,"threshold_uncertainty_score":0.7311926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02598629477845124,"score_gpt":0.2592151583047408,"score_spread":0.2332288635262896,"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."}}