{"id":"W2102505751","doi":"10.2196/mental.4133","title":"Integrating Health Behavior Theory and Design Elements in Serious Games","year":2015,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Educational Games and Gamification","field":"Psychology","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Auckland; University of Tasmania","keywords":"Competence (human resources); Autonomy; Self-determination theory; Psychological intervention; Game design; Focus group; Perception; Context (archaeology); Participatory design; Computer science; Applied psychology; Human–computer interaction; Psychology; Knowledge management; Social psychology; Engineering","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":[0.005725649,0.001386389,0.0004261746,0.002613225,0.001186796,0.00362727,0.00152047,0.001150192,0.002255284],"category_scores_gemma":[0.009556131,0.0006640861,0.001103709,0.0009257646,0.006437898,0.003425242,0.002355202,0.002009163,0.0002435819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004077197,"about_ca_system_score_gemma":0.003606813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003484512,"about_ca_topic_score_gemma":0.004609507,"domain_scores_codex":[0.9955064,0.003268461,0.0002353476,0.0003065503,0.000482778,0.0002004148],"domain_scores_gemma":[0.9922163,0.006203821,0.0004524535,0.0004007419,0.0004489475,0.0002776732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002114402,0.001751488,0.0347682,0.003405226,0.0002346635,0.000603482,0.1194229,0.02493276,0.007217851,0.5314065,0.002447048,0.2735985],"study_design_scores_gemma":[0.0002747728,0.002416507,0.03120711,0.003795073,0.0003917349,0.001404343,0.06067797,0.1041797,0.007528842,0.66752,0.1204208,0.0001830307],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.211158,0.001400629,0.7201588,0.003788027,0.0001958005,0.002349932,0.0001321933,0.0003077118,0.06050897],"genre_scores_gemma":[0.6694077,0.0008009078,0.3240744,0.0003995875,0.00002411745,0.001922882,0.0001146944,0.000046205,0.003209521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005725649,"threshold_uncertainty_score":0.03028053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06192348490863645,"score_gpt":0.4401653332899075,"score_spread":0.3782418483812711,"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."}}