{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004425589,0.0006465295,0.0004597606,0.01138093,0.001170183,0.003018497,0.0006815451,0.0006227493,0.002227353],"category_scores_gemma":[0.02326209,0.0002735106,0.001375538,0.006544917,0.001826416,0.002716776,0.00271884,0.001041131,0.0002937448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001986564,"about_ca_system_score_gemma":0.002252014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003625528,"about_ca_topic_score_gemma":0.003506497,"domain_scores_codex":[0.9955689,0.001689356,0.000366601,0.0004811174,0.00156151,0.0003325085],"domain_scores_gemma":[0.9805623,0.0135368,0.001786946,0.001242706,0.002526668,0.0003445284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001476878,0.0007264745,0.21467,0.00576507,0.000509084,0.001465352,0.1629514,0.007084351,0.01178336,0.07750551,0.003638442,0.5124241],"study_design_scores_gemma":[0.00009880277,0.0007720726,0.6661808,0.004691057,0.0005326593,0.00204369,0.1390515,0.06394597,0.01149177,0.06476565,0.0461347,0.0002912126],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245597,0.001841673,0.04811415,0.0006013617,0.00003167788,0.001806109,0.00166812,0.0002140194,0.02116317],"genre_scores_gemma":[0.9293159,0.0008372357,0.06512034,0.00006144569,0.000009628522,0.001296814,0.001388395,0.00005581318,0.00191442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01138093,"threshold_uncertainty_score":0.02340502,"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."}}