{"id":"W4200271083","doi":"10.1093/geroni/igab046.3673","title":"Best Practices for Living Labs When Studying Older Adults Living in Rural Communities","year":2021,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Genetic Neurodegenerative Diseases","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Living lab; Best practice; Popularity; Scope (computer science); Psychology; Product (mathematics); Knowledge management; Medical education; Computer science; Medicine; World Wide Web; Political science; Social psychology","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":[0.104022,0.0006541992,0.00212668,0.008479765,0.002773754,0.00685418,0.003143393,0.002731182,0.00513106],"category_scores_gemma":[0.2159286,0.0007358274,0.003206207,0.006606086,0.003181142,0.009776206,0.005831385,0.002584518,0.000886861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004643124,"about_ca_system_score_gemma":0.01801429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00727102,"about_ca_topic_score_gemma":0.01750373,"domain_scores_codex":[0.8897761,0.08272547,0.013657,0.002771266,0.009741534,0.001328692],"domain_scores_gemma":[0.7548589,0.1749952,0.02586017,0.005867885,0.03468595,0.003731953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002506753,0.000288414,0.02275495,0.1832123,0.0008890296,0.001074617,0.1380753,0.0002531548,0.001188031,0.007625469,0.01829231,0.6260958],"study_design_scores_gemma":[0.0002332182,0.0009487359,0.0400283,0.5901382,0.002267952,0.00131388,0.14166,0.0002456845,0.001563648,0.01382438,0.2075217,0.0002543408],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08268102,0.7693751,0.03851116,0.06355214,0.003756206,0.007584311,0.001947573,0.0002738816,0.03231854],"genre_scores_gemma":[0.4334806,0.3863767,0.129535,0.02212084,0.001065173,0.02316617,0.001107131,0.0001340477,0.003014129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.104022,"threshold_uncertainty_score":0.5501275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09894691106663593,"score_gpt":0.3478114424631409,"score_spread":0.2488645313965049,"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."}}