{"id":"W2296648354","doi":"10.1145/1978942.1979349","title":"Ambient help","year":2011,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Autodesk (Canada)","funders":"","keywords":"Computer science; Context (archaeology); Human–computer interaction; User interface; Interface (matter); Multimedia; Ambient intelligence; Productivity; World Wide Web; Operating system","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":[0.0008706515,0.0007668136,0.0004438944,0.0008363154,0.0009784582,0.002378651,0.001615967,0.001264781,0.07209344],"category_scores_gemma":[0.005910609,0.0002629218,0.0005909083,0.0006185059,0.000581793,0.002476392,0.004108833,0.0006711061,0.02311663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003078599,"about_ca_system_score_gemma":0.0005571752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007435774,"about_ca_topic_score_gemma":0.001051629,"domain_scores_codex":[0.9986578,0.0003596692,0.00007426271,0.0002615524,0.0004750985,0.0001715765],"domain_scores_gemma":[0.9977943,0.0008368733,0.0001233496,0.000501804,0.0003895161,0.0003541899],"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":[0.000914693,0.00050849,0.003474234,0.002124653,0.00008015252,0.001007066,0.002979399,0.00141854,0.009941339,0.04335345,0.1992252,0.7349728],"study_design_scores_gemma":[0.0001235922,0.0003487591,0.002690294,0.0002656605,0.0000712391,0.001681451,0.000635359,0.002162268,0.003795855,0.01355571,0.9746002,0.0000695367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04326958,0.005977946,0.4077353,0.003132881,0.002095165,0.001119438,0.003029591,0.04339236,0.4902477],"genre_scores_gemma":[0.4669856,0.005558751,0.2289628,0.005069551,0.001666399,0.001681669,0.006321312,0.003011178,0.2807429],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07209344,"threshold_uncertainty_score":0.2411766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5548702902367993,"score_gpt":0.4456830519348505,"score_spread":0.1091872383019488,"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."}}