{"id":"W3045194137","doi":"10.2196/19280","title":"Archetypes of Gamification: Analysis of mHealth Apps","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Educational Games and Gamification","field":"Psychology","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Karlsruhe Institute of Technology","keywords":"mHealth; Archetype; Computer science; Set (abstract data type); App store; Knowledge management; Data science; World Wide Web; Psychology; Psychological intervention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004506143,0.0001171883,0.0004539577,0.0002443896,0.00006460696,0.00000467389,0.0001446038,0.00009632103,0.0003184619],"category_scores_gemma":[0.00004217019,0.000111752,0.00008786987,0.001221168,0.0001168805,0.00003874536,0.0000166398,0.000162102,0.00001766057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002996975,"about_ca_system_score_gemma":0.0002761007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000362018,"about_ca_topic_score_gemma":0.00002806853,"domain_scores_codex":[0.9982541,0.0001772407,0.0007248299,0.0003641044,0.000209802,0.0002699351],"domain_scores_gemma":[0.9983755,0.0001736912,0.0005811769,0.0003276898,0.0001513238,0.0003906095],"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":[0.001079412,0.001620349,0.3237534,0.005061544,0.0009846183,0.000001225773,0.09917728,0.0001345734,0.0003546188,0.4038172,0.0118618,0.152154],"study_design_scores_gemma":[0.0003314002,0.000302775,0.986519,0.00001340937,0.0003406056,0.000001166477,0.00269671,0.0005723062,0.00001467471,0.0002372088,0.008883462,0.0000872535],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969148,0.003904496,0.001249282,0.02127467,0.0001682942,0.0004513751,0.0001215422,0.00003746471,0.003644897],"genre_scores_gemma":[0.99627,0.0007988411,0.0006062057,0.001821224,0.0001350137,0.00004588724,0.000144223,0.00001198292,0.0001666193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6627656,"threshold_uncertainty_score":0.4557116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1145338996772181,"score_gpt":0.4354632738814116,"score_spread":0.3209293742041935,"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."}}