{"id":"W3149572079","doi":"10.2196/25705","title":"A Digital Platform for Facilitating Personalized Dementia Care in Nursing Homes: Formative Evaluation Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Personalization; Dementia; Context (archaeology); Formative assessment; Nursing; Psychology; Computer science; Medicine; World Wide Web","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":[0.04931657,0.001330431,0.002004633,0.002745505,0.001738275,0.002759041,0.001574001,0.001472898,0.002803736],"category_scores_gemma":[0.06307556,0.0006622425,0.002651734,0.001554909,0.001538375,0.002190156,0.002717102,0.001311571,0.0004999044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003379531,"about_ca_system_score_gemma":0.004569218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001673821,"about_ca_topic_score_gemma":0.003352901,"domain_scores_codex":[0.975246,0.01772373,0.002247372,0.0009610848,0.002798964,0.001022849],"domain_scores_gemma":[0.951579,0.02909121,0.003047523,0.002450576,0.01176869,0.00206309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.02236106,0.1478617,0.0467797,0.02449758,0.00200904,0.001056982,0.07311901,0.003111399,0.006470934,0.002207201,0.009045846,0.6614796],"study_design_scores_gemma":[0.04723382,0.4690031,0.223494,0.01491424,0.007163435,0.0009689969,0.1115613,0.01150527,0.0248031,0.003484823,0.08495759,0.0009103152],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9541625,0.0009299864,0.004352067,0.0002768374,0.0001865222,0.03562281,0.0007219911,0.0001055009,0.00364173],"genre_scores_gemma":[0.8331425,0.002325627,0.05549634,0.0006698772,0.0002250634,0.1039536,0.001181628,0.00006821109,0.002937156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04931657,"threshold_uncertainty_score":0.2608141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1353086264019166,"score_gpt":0.4595947713032845,"score_spread":0.3242861449013679,"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."}}