{"id":"W7155898805","doi":"10.2196/80233","title":"Technology-Assisted Cognitive Support for Older Adults with Mild Cognitive Impairment: Study Protocol for the DHEAL-COM quasi-experimental pilot study (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cognition; Protocol (science); Protocol analysis; Social support; Dementia; Cognitive impairment","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":[0.01114044,0.003714377,0.004570993,0.00206809,0.008427792,0.002257028,0.003558537,0.004050137,0.06161753],"category_scores_gemma":[0.01096133,0.00472948,0.002412496,0.001573983,0.002939925,0.002404545,0.002629234,0.007017186,0.01073561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004289191,"about_ca_system_score_gemma":0.01670637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008383164,"about_ca_topic_score_gemma":0.01557258,"domain_scores_codex":[0.9951205,0.001586254,0.000709152,0.0007700389,0.000704338,0.001109759],"domain_scores_gemma":[0.9945009,0.001568925,0.0006044842,0.0009841342,0.001187989,0.001153553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.3087403,0.4169243,0.006019658,0.02025613,0.0007995992,0.001058544,0.01142976,0.005574797,0.0105323,0.006846379,0.05189347,0.1599248],"study_design_scores_gemma":[0.6596413,0.1779869,0.03918288,0.002808425,0.0008100253,0.000204315,0.004568227,0.003203666,0.004266887,0.006307704,0.1002995,0.0007202027],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02084183,0.00008658759,0.001919703,0.0001794727,0.0001335563,0.9730425,0.002590658,0.0001095006,0.001096281],"genre_scores_gemma":[0.00299948,0.00004242693,0.001937597,0.00005914618,0.00002116728,0.9943891,0.0001473966,0.00000339525,0.0004002187],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06161753,"threshold_uncertainty_score":0.2061312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1448077133967293,"score_gpt":0.5400675901437892,"score_spread":0.3952598767470599,"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."}}