{"id":"W4411398980","doi":"10.2196/preprints.70177","title":"Effects of a Mobile Storytelling App (Huiyou) on Social Participation Among People With Mild Cognitive Impairment: Pilot Randomized Controlled Trial (Preprint)","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Storytelling; Psychological intervention; Social connectedness; Randomized controlled trial; Cognition; Clinical psychology; Developmental psychology; Gerontology; Social psychology; Medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"randomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"randomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001595771,0.001400573,0.002658172,0.0005212384,0.0006271086,0.00095636,0.0007371978,0.001976415,0.01185371],"category_scores_gemma":[0.002667533,0.0005450104,0.00272674,0.0003786359,0.0006582409,0.0008954083,0.0006187164,0.001903838,0.0008063752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005609273,"about_ca_system_score_gemma":0.001271248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002148928,"about_ca_topic_score_gemma":0.003003822,"domain_scores_codex":[0.9992542,0.0003232908,0.0001073512,0.0001416485,0.00006192768,0.0001115564],"domain_scores_gemma":[0.9991522,0.000357423,0.000146805,0.00005956919,0.00009166688,0.0001922116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9300525,0.02467982,0.0005065333,0.006419384,0.002525719,0.00007763767,0.000155876,0.0001623521,0.002031146,0.0001417887,0.001227239,0.03201986],"study_design_scores_gemma":[0.8922139,0.1013209,0.002649044,0.0002882681,0.001618053,0.00001561546,0.00007255473,0.000221331,0.0004699762,0.0001131972,0.0009970474,0.00002001741],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262409,0.009221173,0.001353277,0.0009076835,0.002229507,0.05371675,0.002381956,0.0003559771,0.003592787],"genre_scores_gemma":[0.8725515,0.005838417,0.005351169,0.001216758,0.001223629,0.1070079,0.001099156,0.00003394047,0.005677524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01185371,"threshold_uncertainty_score":0.03965467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470368766314216,"score_gpt":0.300018153879867,"score_spread":0.2853144662167248,"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."}}