{"id":"W29441421","doi":"10.1007/978-3-642-30779-9_1","title":"Challenges of User-Centred Research in the Development of Ambient Assisted Living Systems","year":2012,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Assisted living; Human–computer interaction; World Wide Web; Gerontology","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":[0.04255506,0.0008886106,0.001797847,0.001073341,0.001680062,0.01236305,0.005305799,0.004760743,0.004779035],"category_scores_gemma":[0.03190775,0.0008491878,0.0009104511,0.001690455,0.006250665,0.01885316,0.006625626,0.005581222,0.002286481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002022088,"about_ca_system_score_gemma":0.004902178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002310108,"about_ca_topic_score_gemma":0.001971674,"domain_scores_codex":[0.9820827,0.01140464,0.0007954296,0.001329391,0.00363303,0.0007548578],"domain_scores_gemma":[0.9399883,0.04312081,0.0008443028,0.003993114,0.009715502,0.002337904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001507563,0.000491888,0.001577751,0.00219271,0.00009586157,0.0002014983,0.007556265,0.005948463,0.004878173,0.4581576,0.01774829,0.5010008],"study_design_scores_gemma":[0.00007472931,0.0006510757,0.001720335,0.001669443,0.00009822447,0.0008739263,0.01061264,0.03778788,0.008664548,0.5225532,0.415095,0.0001990431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02750657,0.1084813,0.7161126,0.07363158,0.002224471,0.0004107241,0.0002128487,0.001243785,0.07017625],"genre_scores_gemma":[0.3786644,0.06955382,0.5208188,0.006459775,0.002286552,0.00124909,0.0004533515,0.0005596745,0.0199545],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04255506,"threshold_uncertainty_score":0.2250553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1823099920055944,"score_gpt":0.3281995001898489,"score_spread":0.1458895081842546,"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."}}