{"id":"W4322097809","doi":"10.2196/44007","title":"Developing a Memory and Communication App for Persons Living With Dementia: An 8-Step Process","year":2023,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging; National Institutes of Health; Alzheimer's Association","keywords":"Dementia; Process (computing); Psychology; Computer science; Gerontology; Medicine; Operating system; Disease","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":[0.0004174702,0.00008418705,0.0001122963,0.0001471328,0.0002634598,0.00005943172,0.00007083707,0.00002374069,0.0000253437],"category_scores_gemma":[0.00003689712,0.00007100852,0.00001792455,0.0002582468,0.0000487299,0.0001824249,0.00006597291,0.00009862395,0.000005042756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002712601,"about_ca_system_score_gemma":0.00009532641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001045851,"about_ca_topic_score_gemma":0.00002130407,"domain_scores_codex":[0.9992227,0.00003519796,0.00009698944,0.0001925923,0.0001950095,0.0002575202],"domain_scores_gemma":[0.9995237,0.00009697485,0.00003461582,0.000142478,0.0001236651,0.0000785448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001542276,0.0002220775,0.8626213,0.002718692,0.0004043863,0.00002939439,0.01447962,0.000005122686,0.002680836,0.000348947,0.001001913,0.1153335],"study_design_scores_gemma":[0.002442289,0.0005358519,0.9437549,0.002114088,0.00019853,0.00005515967,0.03670167,0.0108586,0.001673027,0.0001352063,0.001241459,0.000289241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895147,0.0001586247,0.006043667,0.001288046,0.000009684308,0.0009798658,0.000001854039,0.0001599917,0.001843564],"genre_scores_gemma":[0.9948512,0.00003089558,0.003704255,0.0002072475,0.00003438028,0.0005765181,0.00004176226,0.00002167473,0.0005320619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1150443,"threshold_uncertainty_score":0.2895643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0375138198922974,"score_gpt":0.3721538223812693,"score_spread":0.3346400024889719,"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."}}