{"id":"W4225269228","doi":"10.2196/38456","title":"Using Digital Media to Improve Dementia Care in India: Protocol for a Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Protocol (science); Medicine; Population ageing; Randomized controlled trial; Population; Gerontology; Alternative medicine; Disease; Environmental health","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":[0.04307429,0.006534078,0.01286761,0.004077522,0.00465397,0.005881771,0.004036019,0.007996383,0.1004656],"category_scores_gemma":[0.03853653,0.003794129,0.006868424,0.005616848,0.004347285,0.004994572,0.002631442,0.01090792,0.01546514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008553651,"about_ca_system_score_gemma":0.02559743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003342148,"about_ca_topic_score_gemma":0.0078689,"domain_scores_codex":[0.9748142,0.01376818,0.003763275,0.002022959,0.002925372,0.002705947],"domain_scores_gemma":[0.9796394,0.005585096,0.00433596,0.002576833,0.005307749,0.002554891],"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":[0.6848523,0.03466925,0.001949626,0.1126481,0.00442762,0.0008791483,0.001955305,0.004073604,0.00334398,0.0134314,0.05181591,0.08595359],"study_design_scores_gemma":[0.8615813,0.03267148,0.003058319,0.01569465,0.001633466,0.0001260181,0.0006999334,0.002868391,0.001549228,0.005741183,0.07415596,0.0002200162],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003507746,0.00009289944,0.0003704157,0.00006723638,0.0001266673,0.9984,0.0003418978,0.0000345019,0.0002154414],"genre_scores_gemma":[0.0003864977,0.0000554688,0.0007507717,0.00006274366,0.0000150381,0.9985606,0.00004034999,0.000001878616,0.0001266832],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1004656,"threshold_uncertainty_score":0.336091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1272807734167714,"score_gpt":0.5426287706234089,"score_spread":0.4153479972066375,"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."}}