{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003854541,0.0009983116,0.0007454345,0.006507536,0.0007760648,0.001753648,0.0007148065,0.0006527163,0.002589724],"category_scores_gemma":[0.01395394,0.0001882275,0.0008693318,0.004623104,0.001236388,0.001347725,0.001603754,0.0008271908,0.0004176853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009362462,"about_ca_system_score_gemma":0.0006692146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002755503,"about_ca_topic_score_gemma":0.00189268,"domain_scores_codex":[0.9965298,0.001505799,0.0001939134,0.0004879243,0.0009729841,0.00030972],"domain_scores_gemma":[0.9934061,0.003850782,0.001076752,0.0004346477,0.0007183995,0.0005134072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001228355,0.001039411,0.4951288,0.0007002136,0.0007350033,0.0009012365,0.009141926,0.040629,0.004593341,0.0327919,0.002120084,0.4109908],"study_design_scores_gemma":[0.00006160049,0.001953944,0.6870506,0.0003095691,0.0003908021,0.000671839,0.009490283,0.2553817,0.004254845,0.03109021,0.009092691,0.0002519692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8930863,0.0009188913,0.09334228,0.0001975945,0.00006744312,0.0003503189,0.0003674477,0.0002808684,0.01138884],"genre_scores_gemma":[0.9811559,0.000128546,0.01672609,0.00001198967,0.00001727531,0.0002820899,0.0002129751,0.00001702142,0.001448119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006507536,"threshold_uncertainty_score":0.02038503,"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."}}