{"id":"W4393201271","doi":"10.12688/hrbopenres.13869.1","title":"Hearing and vision support in people with dementia living at home: Outcomes  from the intervention development programme for the European SENSE-Cog Trial","year":2024,"lang":"en","type":"preprint","venue":"HRB Open Research","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre","funders":"European Commission","keywords":"Dementia; Intervention (counseling); Cog; Gerontology; Psychology; Medicine; Psychiatry; Computer science; Artificial intelligence","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":[0.01023138,0.00110299,0.002139381,0.0005911636,0.0006859766,0.001690593,0.000869492,0.001511039,0.00331888],"category_scores_gemma":[0.01460352,0.0003513776,0.003154414,0.0006547606,0.0009110985,0.001349816,0.002264127,0.00238163,0.0003759651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001634177,"about_ca_system_score_gemma":0.002830575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00438753,"about_ca_topic_score_gemma":0.004889554,"domain_scores_codex":[0.994718,0.003716399,0.0004502851,0.0003193867,0.0003942578,0.0004017454],"domain_scores_gemma":[0.9975966,0.001092788,0.0004107563,0.0002347825,0.0002426976,0.000422398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.7319184,0.01852285,0.01965618,0.01601754,0.01541758,0.0003412666,0.002088567,0.001662147,0.0007340465,0.002848185,0.01457862,0.1762146],"study_design_scores_gemma":[0.725929,0.08737829,0.1214018,0.01119529,0.02863763,0.0003708253,0.002378853,0.001604963,0.00121566,0.004941422,0.01472322,0.0002230389],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580746,0.01510672,0.001265219,0.002804792,0.0008089796,0.0109967,0.004297384,0.0001202026,0.006525445],"genre_scores_gemma":[0.9667041,0.003958713,0.004209367,0.001819593,0.0002003737,0.01809133,0.003401815,0.00002858299,0.001586025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01023138,"threshold_uncertainty_score":0.05410933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.149721506153779,"score_gpt":0.4510330297117516,"score_spread":0.3013115235579726,"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."}}