{"id":"W4388697793","doi":"10.2196/50210","title":"Digital Personal Health Coaching Platform for Promoting Human Papillomavirus Infection Vaccinations and Cancer Prevention: Knowledge Graph-Based Recommendation System","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institutes of Health","keywords":"Health promotion; Digital health; Coaching; Computer science; World Wide Web; Health education; Internet privacy; Medicine; Multimedia; Health care; Psychology; Nursing; Public health","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":[0.0009723058,0.0009211843,0.0007468103,0.003002096,0.0006956795,0.001173854,0.001473377,0.001489689,0.01043275],"category_scores_gemma":[0.002410927,0.0003772007,0.0009846115,0.001751203,0.0001842093,0.002160854,0.001027922,0.000892017,0.00394334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000880759,"about_ca_system_score_gemma":0.001343795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01723056,"about_ca_topic_score_gemma":0.02434354,"domain_scores_codex":[0.999442,0.00008698452,0.00008716522,0.0001991692,0.0001458974,0.0000386502],"domain_scores_gemma":[0.998796,0.0004412744,0.0001023855,0.0002053495,0.0003030969,0.0001518544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00160136,0.003423652,0.01673154,0.002122417,0.0004139051,0.001175235,0.0007358537,0.008934176,0.02537292,0.005141148,0.1149604,0.8193874],"study_design_scores_gemma":[0.001159312,0.002048559,0.03459078,0.0006012337,0.001418825,0.001743748,0.001061175,0.6369124,0.05634649,0.01227316,0.2513455,0.0004987469],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1429413,0.003137743,0.5165727,0.004271109,0.0005745709,0.006528868,0.03835349,0.250953,0.03666729],"genre_scores_gemma":[0.322944,0.002386435,0.5914843,0.002057895,0.0001161445,0.001745329,0.04291416,0.0009933579,0.03535838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01723056,"threshold_uncertainty_score":0.03490102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2143012961409028,"score_gpt":0.5813225356432824,"score_spread":0.3670212395023795,"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."}}