{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003063082,0.0002015496,0.0003467142,0.0005932824,0.0005125664,0.0009170459,0.0005132192,0.00007597115,0.00003194018],"category_scores_gemma":[0.0006561287,0.0001963044,0.0001320987,0.001440816,0.000106187,0.005419789,0.00031532,0.0004165408,0.00006875351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097924,"about_ca_system_score_gemma":0.0006462705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001358619,"about_ca_topic_score_gemma":0.0001159261,"domain_scores_codex":[0.9956657,0.0007614897,0.0005773769,0.0005011274,0.001812457,0.0006818768],"domain_scores_gemma":[0.9950225,0.001542444,0.000161532,0.0004013027,0.002755991,0.0001162538],"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":[0.00006500867,0.0004735095,0.0008036662,0.000140765,0.00007092539,0.000006269547,0.4216756,0.00001121692,0.00007136619,0.0004543332,0.0002022398,0.5760251],"study_design_scores_gemma":[0.007523176,0.001525835,0.01097677,0.0008320722,0.00001534711,0.00002883518,0.8539134,0.1186097,0.00106378,0.00410821,0.0009420695,0.0004608159],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8412541,0.0006710449,0.1426271,0.0002157397,0.0002829558,0.004884601,0.0001386156,0.0001003885,0.009825468],"genre_scores_gemma":[0.9968821,0.000002563197,0.0008706823,0.00001189969,0.00003142251,0.001998849,0.0001101999,0.00001301418,0.00007928731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5755643,"threshold_uncertainty_score":0.8843095,"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."}}