{"id":"W4402745558","doi":"10.2196/56549","title":"Development of a Dementia Case Management Information System App: Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Computer science; Process management; Data science; Psychology; Business; Medicine","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":[0.001412123,0.00011583,0.0001774726,0.0004284036,0.00009126126,0.00007588712,0.00005863123,0.00002147691,0.0001074563],"category_scores_gemma":[0.000008345256,0.00009638844,0.00005560314,0.0003867296,0.00001479959,0.0002088578,0.0001567916,0.00010612,0.00007960463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001238796,"about_ca_system_score_gemma":0.00006726377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007902719,"about_ca_topic_score_gemma":0.000001876121,"domain_scores_codex":[0.9986486,0.0001039481,0.0004344811,0.0001689427,0.0004217319,0.000222255],"domain_scores_gemma":[0.9995828,0.0000351292,0.00004928472,0.0001600038,0.00009454364,0.00007819313],"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":[0.00005654721,0.0002987731,0.006993565,0.005867921,0.001451284,0.002372739,0.01242055,0.000001312857,0.0005789134,0.0003710006,0.0005101588,0.9690772],"study_design_scores_gemma":[0.00798203,0.0009839636,0.3522919,0.004889195,0.002650198,0.002445976,0.503303,0.01180861,0.02897832,0.00002242654,0.08386872,0.0007756975],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9065339,0.0001762313,0.07403308,0.00004275514,0.0002138547,0.002092707,0.000001867156,0.0001930386,0.01671259],"genre_scores_gemma":[0.965566,0.000001867553,0.03356497,0.00002207384,0.00002228197,0.0004687803,0.00001503636,0.0000107954,0.0003281355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9683015,"threshold_uncertainty_score":0.3930607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02650100097061995,"score_gpt":0.398709280708083,"score_spread":0.372208279737463,"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."}}