{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03543228,0.001077196,0.001544662,0.002450837,0.003471332,0.0029473,0.002017048,0.001524391,0.00415655],"category_scores_gemma":[0.03098105,0.001143648,0.001414692,0.00159277,0.001106385,0.002551764,0.002547565,0.001634597,0.0007455578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003291901,"about_ca_system_score_gemma":0.009033485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002392343,"about_ca_topic_score_gemma":0.00609139,"domain_scores_codex":[0.9814925,0.01169244,0.001957193,0.001520613,0.002322403,0.001014873],"domain_scores_gemma":[0.9754757,0.01510958,0.00219781,0.0009614064,0.005131436,0.001124101],"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":[0.003959529,0.05874693,0.07686836,0.02137995,0.0006640119,0.002864186,0.3535367,0.000608762,0.004523429,0.003100365,0.006442936,0.4673049],"study_design_scores_gemma":[0.01012322,0.09234272,0.1354821,0.02033505,0.002179445,0.002465322,0.6293164,0.005357022,0.01037502,0.004715219,0.0865653,0.00074312],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8799046,0.002457142,0.01359242,0.0008113643,0.0001515368,0.09741631,0.0007368516,0.00008141853,0.004848287],"genre_scores_gemma":[0.6489986,0.004022825,0.08427364,0.003179294,0.0001765588,0.2545451,0.0006696046,0.00007466786,0.004059803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03543228,"threshold_uncertainty_score":0.187386,"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."}}