{"id":"W4408608483","doi":"10.2196/preprints.69107","title":"Passive Remote Monitoring Technologies’ Influence on Home Care Clients’ Ability to Stay Home: Multiprovincial Randomized Controlled Trial (Preprint)","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Randomized controlled trial; Aged care; Medicine; Gerontology; Computer science; World Wide Web; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005267169,0.001609499,0.002754655,0.0004135165,0.0008947456,0.001680728,0.001193927,0.002534458,0.01186498],"category_scores_gemma":[0.01005486,0.0008707374,0.003543689,0.0006146078,0.001152523,0.001260616,0.0009542993,0.002089725,0.0008768523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002758784,"about_ca_system_score_gemma":0.004854168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01200747,"about_ca_topic_score_gemma":0.01858568,"domain_scores_codex":[0.9944986,0.003590895,0.0005187741,0.0005596756,0.0003536171,0.000478433],"domain_scores_gemma":[0.9949856,0.002194327,0.00109091,0.0003185976,0.0005535048,0.0008570581],"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":[0.9763099,0.007970201,0.001213512,0.001841837,0.002849095,0.00002579725,0.0001071297,0.0001823531,0.0003826145,0.0001377717,0.0007750195,0.008204778],"study_design_scores_gemma":[0.9413167,0.05082536,0.003721263,0.0002279556,0.002359655,0.000012685,0.00008117736,0.0003985713,0.0002300112,0.0001679173,0.0006404567,0.00001824425],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506143,0.006611631,0.001717728,0.00122264,0.001545944,0.03176238,0.002393646,0.0001588358,0.003972856],"genre_scores_gemma":[0.9570829,0.001849516,0.003809097,0.001048541,0.0006171666,0.03189996,0.0007321285,0.0000158771,0.002944797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01200747,"threshold_uncertainty_score":0.03969234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784124178775627,"score_gpt":0.2884974943163177,"score_spread":0.2706562525285614,"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."}}