{"id":"W1557514430","doi":"10.5555/963600.963632","title":"Adaptive systems for ubiquitous computing","year":2003,"lang":"en","type":"article","venue":"Proceedings of the 1st international symposium on Information and communication technologies","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Ubiquitous computing; Computer science; Human–computer interaction","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":[0.0006385542,0.0006222581,0.0008596551,0.0004661644,0.0005320439,0.002551887,0.001139323,0.001531607,0.01024108],"category_scores_gemma":[0.001786317,0.000323571,0.0003605596,0.0007078912,0.0008348389,0.002937981,0.002098446,0.001684348,0.00351458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004039147,"about_ca_system_score_gemma":0.0003524289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001050879,"about_ca_topic_score_gemma":0.001214439,"domain_scores_codex":[0.9994951,0.0001315504,0.00004492566,0.0001101424,0.0001754098,0.00004280868],"domain_scores_gemma":[0.9994527,0.0001654864,0.00002752788,0.0001795112,0.0001358637,0.00003904659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007893964,0.00007574513,0.0004721595,0.0003855852,0.00006141327,0.0002172151,0.0003395334,0.01209744,0.006699121,0.4227266,0.04253413,0.5143123],"study_design_scores_gemma":[0.00003622367,0.00012399,0.0008272161,0.0001898884,0.00007258611,0.0005835471,0.0002464918,0.1316379,0.004087003,0.4344347,0.4277143,0.00004621988],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006083782,0.02640434,0.907073,0.004513572,0.003581879,0.0001490788,0.0002383843,0.002658876,0.04929703],"genre_scores_gemma":[0.422603,0.02919021,0.4201934,0.002150735,0.004093834,0.0004937088,0.001341844,0.0005906315,0.1193426],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01024108,"threshold_uncertainty_score":0.03425986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01925838032723289,"score_gpt":0.2419514446752874,"score_spread":0.2226930643480545,"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."}}