{"id":"W7117302829","doi":"10.1002/alz70858_107755","title":"Using qualitative analysis of secure messages to explore the experience of patients with dementia and their caregivers","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Dementia; Qualitative research; Qualitative analysis; Social isolation; Health care; Social care; Family caregivers; Social support","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01554713,0.0006407947,0.0004847826,0.002985245,0.004784014,0.003586726,0.001176146,0.001180133,0.002590023],"category_scores_gemma":[0.02979255,0.000384132,0.0003872045,0.002222499,0.007301216,0.004706871,0.005465873,0.001557581,0.0002909309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004985547,"about_ca_system_score_gemma":0.003144877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00462824,"about_ca_topic_score_gemma":0.005959526,"domain_scores_codex":[0.9881046,0.009619854,0.0004024592,0.0004032783,0.0008154747,0.0006542694],"domain_scores_gemma":[0.9619053,0.03179337,0.002375543,0.0008121546,0.002250239,0.0008633508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003117719,0.00001103446,0.003083897,0.0002083467,0.000004111213,0.0003171798,0.9903972,0.00004196477,0.0004582791,0.001112261,0.0004688669,0.003865656],"study_design_scores_gemma":[0.000005660894,0.0000260901,0.002268754,0.000232728,0.000005034543,0.0001792865,0.9880072,0.0001244098,0.0003706732,0.0009637701,0.007802798,0.000013576],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787169,0.0008378951,0.008650747,0.003927514,0.00008992368,0.0003537366,0.000704721,0.00004365357,0.006674886],"genre_scores_gemma":[0.993254,0.0005440405,0.003453997,0.0006250818,0.000022841,0.0005585041,0.0001948138,0.00002566447,0.001321001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01554713,"threshold_uncertainty_score":0.08222204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1004337329638651,"score_gpt":0.4488865454113546,"score_spread":0.3484528124474895,"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."}}