{"id":"W4400526508","doi":"10.1109/gem61861.2024.10585760","title":"Testing AREduX with HCPs and Caregivers of People Living with Dementia: A Work in Progress","year":2024,"lang":"en","type":"article","venue":"","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Ontario Tech University","funders":"","keywords":"Dementia; Work (physics); Psychology; Gerontology; Computer science; Medicine; Engineering","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":[0.01562735,0.0010072,0.0008702481,0.0006050853,0.000789208,0.001420022,0.001573,0.0009278909,0.006161725],"category_scores_gemma":[0.0301047,0.0003767519,0.0008641886,0.0004097524,0.0009769519,0.001869133,0.001901046,0.001038176,0.0009865491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006870682,"about_ca_system_score_gemma":0.001531103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001874951,"about_ca_topic_score_gemma":0.002650738,"domain_scores_codex":[0.9928761,0.005076962,0.0004785201,0.0004151975,0.0007514857,0.00040185],"domain_scores_gemma":[0.9777996,0.01334915,0.0008953884,0.001840414,0.00466969,0.00144573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003795625,0.02844113,0.127066,0.007008072,0.0004880276,0.003004259,0.1432055,0.002124236,0.04296167,0.001639632,0.01078656,0.6294793],"study_design_scores_gemma":[0.001915168,0.0822572,0.5388641,0.005082035,0.0008260391,0.007430814,0.20415,0.01043646,0.0418578,0.003766932,0.1028732,0.0005401438],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761686,0.0003599408,0.01445172,0.0004170543,0.0001225317,0.004395226,0.000244035,0.0003295571,0.003511451],"genre_scores_gemma":[0.914098,0.001071937,0.0691601,0.0006920567,0.00007232639,0.008762202,0.0006988765,0.00009250494,0.005351928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01562735,"threshold_uncertainty_score":0.08264631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01283628320717443,"score_gpt":0.2752251515710049,"score_spread":0.2623888683638305,"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."}}