{"id":"W4390515602","doi":"10.2196/47257","title":"Digital Gamification Tools to Enhance Vaccine Uptake: Scoping Review","year":2024,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Educational Games and Gamification","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier de l'Université Laval; Institut National de Santé Publique du Québec; University of Manitoba; Centre hospitalier universitaire de Québec; Polytechnique Montréal; Université Laval","funders":"","keywords":"Computer science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0290627,0.002418048,0.006799744,0.02090591,0.001348243,0.005298991,0.003020777,0.004225175,0.009476792],"category_scores_gemma":[0.1267536,0.001489005,0.008124366,0.01739958,0.001440033,0.004959411,0.003854168,0.002510641,0.001115956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005169291,"about_ca_system_score_gemma":0.020309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004566222,"about_ca_topic_score_gemma":0.008154258,"domain_scores_codex":[0.980471,0.008733892,0.005782166,0.000841504,0.003670278,0.0005011365],"domain_scores_gemma":[0.9184446,0.06497154,0.00821779,0.001315515,0.006463759,0.0005868416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001900868,0.00007622238,0.0003114059,0.7990225,0.001930981,0.00008449746,0.0005509495,0.00024802,0.0001253335,0.001060166,0.004487892,0.1919119],"study_design_scores_gemma":[0.00007158617,0.00007272381,0.0004295737,0.9732499,0.004654045,0.0001030286,0.0002074916,0.00009931004,0.00009854425,0.000452574,0.02054575,0.00001548583],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000658138,0.9934599,0.0007979564,0.0007316931,0.0004000395,0.002137216,0.0002404151,0.00002926395,0.001545342],"genre_scores_gemma":[0.006290791,0.9875172,0.001921283,0.0005413111,0.0001601844,0.003102715,0.0001956909,0.00001232628,0.0002585606],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0290627,"threshold_uncertainty_score":0.1537001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02772695354171527,"score_gpt":0.3979191985483338,"score_spread":0.3701922450066185,"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."}}